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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
7,501	500,000	2	1	2	30	1	-1	2	-1	-1	-1	17,144	2,447	1,221	1,157	1,133	2,107	3,678	6	1,162	1,133	1,010	5	0
7,502	60,000	2	1	2	32	1	2	-1	-1	-1	-1	31,634	5,720	18,026	0	279	-101	0	18,026	0	279	0	56,839	0
7,503	20,000	2	2	1	29	-1	-1	-1	-1	0	0	1,473	390	390	870	480	780	390	390	870	0	300	1,500	0
7,504	30,000	2	2	2	23	2	2	2	0	0	2	21,034	27,321	26,589	27,050	29,446	28,825	7,000	0	1,200	3,000	0	2,000	1
7,505	120,000	1	2	1	60	2	2	2	2	2	2	27,497	27,960	28,996	29,321	29,803	30,511	1,200	1,800	1,100	1,100	1,350	1,500	1
7,506	80,000	2	2	1	37	1	2	0	0	0	0	79,900	64,815	52,806	57,028	59,456	55,623	21	1,819	5,000	4,000	4,000	1,894	1
7,507	360,000	2	1	1	35	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,508	150,000	1	2	1	36	-1	-1	-1	0	0	-1	6,750	15,227	17,610	19,467	3,173	1,534	15,227	17,610	10,055	0	1,534	0	0
7,509	10,000	2	3	2	51	0	0	0	0	0	0	53,095	54,562	5,428	7,928	6,091	0	2,134	1,000	2,500	122	0	0	0
7,510	230,000	2	3	1	30	0	-1	0	0	0	0	134,272	238,601	135,099	133,431	53,103	49,586	107,000	3,826	5,000	5,000	2,000	3,000	0
7,511	380,000	2	3	2	31	-1	-1	-1	-1	-1	-1	3,859	9,194	15,157	11,147	12,483	13,680	9,240	15,233	11,202	12,493	13,748	18,061	0
7,512	350,000	2	1	2	48	-2	-2	-2	-2	-2	-2	0	7,900	7,620	790	0	0	7,900	0	790	0	0	1,948	0
7,513	130,000	2	2	2	23	0	0	0	0	0	0	113,900	109,062	105,252	103,969	104,254	99,525	5,000	6,000	10,000	10,000	5,000	9,000	0
7,514	490,000	2	1	2	29	-2	-1	-1	0	0	0	4,301	16,230	28,800	27,870	27,540	27,630	16,388	28,800	0	0	6,136	3,080	0
7,515	150,000	2	2	2	28	0	-1	0	-1	-1	-2	12,272	4,447	5,228	1,623	0	0	4,447	1,000	1,623	0	0	0	0
7,516	340,000	2	2	2	38	-2	-2	-2	-2	-2	-2	0	780	0	0	0	0	780	0	0	0	0	0	1
7,517	80,000	2	1	2	52	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,518	230,000	2	1	2	36	-2	-2	-2	-2	-2	-2	0	0	0	1,279	0	2,794	0	0	1,279	0	2,794	0	0
7,519	160,000	1	2	2	37	0	0	0	0	0	0	119,165	118,392	117,553	113,256	112,678	111,924	6,008	6,011	3,606	3,803	4,003	3,311	0
7,520	300,000	2	2	1	33	-1	-1	-1	-1	-2	-1	1,326	0	256	0	0	126	0	256	0	0	126	0	0
7,521	400,000	2	2	1	24	0	0	0	0	0	0	176,294	190,256	89,128	39,276	23,440	59,922	44,776	1,502	2,026	1,015	52,100	5,101	0
7,522	80,000	2	2	1	45	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
7,523	320,000	1	2	1	45	-1	-1	-1	-1	-1	-1	1,471	5,184	4,144	6,290	977	-23	5,318	4,160	6,296	977	23	0	0
7,524	310,000	1	1	2	36	-2	-2	-2	-2	-2	-1	17,611	24,122	26,242	21,026	18,121	7,842	10,000	4,000	0	0	7,842	24,003	0
7,525	270,000	2	2	1	32	-2	-2	-1	0	0	-2	3,979	511	10,069	9,214	199	0	511	10,069	186	199	0	0	0
7,526	280,000	2	3	1	53	0	0	2	0	0	0	4,405	7,322	7,043	8,932	9,654	10,774	3,000	0	2,000	1,000	2,000	2,000	0
7,527	330,000	1	1	2	31	0	0	-1	-1	0	0	163,406	137,664	3,381	40,635	40,490	38,431	7,558	5,000	42,054	3,000	2,000	1,100	0
7,528	50,000	1	2	2	49	0	0	0	2	2	2	7,282	8,307	9,709	9,404	10,254	9,940	1,300	1,700	0	1,000	0	200	0
7,529	240,000	2	1	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,530	180,000	2	3	2	27	-1	-1	-1	-1	-1	-1	3,898	0	715	4,079	0	213	0	715	6,942	0	213	0	0
7,531	270,000	1	1	2	28	4	4	3	2	2	2	237,881	232,799	227,597	230,751	235,931	240,595	0	0	8,400	9,000	8,700	9,000	1
7,532	70,000	1	1	2	36	2	2	2	2	2	2	50,016	48,941	51,809	50,675	54,839	53,803	0	4,000	0	5,000	0	4,000	1
7,533	290,000	1	1	2	27	0	0	0	0	0	0	246,284	218,441	176,099	170,282	166,869	173,273	10,000	8,000	6,500	7,000	10,000	10,000	0
7,534	350,000	2	1	2	41	-2	-2	-2	-2	-2	-2	0	3,813	1,298	500	2,398	0	3,813	1,298	500	2,398	0	1,902	0
7,535	210,000	1	2	1	54	2	-1	-1	-1	-1	-1	471	176	195	485	210	3,483	176	195	485	0	4,466	417	0
7,536	110,000	1	2	2	47	2	2	2	2	2	2	53,016	56,532	57,502	58,460	59,876	58,761	5,000	2,500	2,500	2,500	0	5,000	1
7,537	300,000	1	2	1	32	-1	-1	-1	-1	-1	-2	2,884	1,706	2,960	579	0	0	1,706	2,964	579	0	0	2,937	1
7,538	140,000	2	2	2	38	0	0	0	0	0	2	141,453	132,415	130,305	79,775	74,462	74,954	8,000	3,100	3,000	5,417	0	500	0
7,539	80,000	1	1	2	27	0	0	2	0	0	0	77,111	81,555	72,868	55,780	53,523	54,679	6,384	0	2,100	2,100	2,200	2,200	0
7,540	360,000	2	2	1	42	-1	-1	-1	-1	-2	-2	44,380	968	990	390	390	3,103	968	990	390	390	3,103	0	0
7,541	210,000	2	2	2	33	0	0	0	0	0	0	19,951	21,620	23,251	24,358	25,805	27,168	2,000	2,000	1,500	2,000	1,800	1,500	0
7,542	50,000	1	2	2	22	-1	2	2	2	0	0	19,875	19,273	21,133	19,121	19,663	20,235	0	2,500	0	1,000	1,050	600	1
7,543	80,000	2	1	2	28	1	-2	-2	-2	-1	-1	0	0	0	0	2,284	-786	0	0	0	2,284	0	0	1
7,544	130,000	2	3	2	27	0	0	0	0	0	0	49,780	51,200	88,209	53,958	50,577	41,585	2,300	50,577	2,000	2,000	1,488	1,542	0
7,545	50,000	2	1	2	22	0	0	0	0	0	0	49,077	47,610	46,490	21,056	20,425	20,632	2,610	2,609	715	930	2,000	770	0
7,546	80,000	2	3	2	34	-2	-2	-2	-2	-2	-2	585	-395	-2,241	0	0	0	395	1,846	8,759	0	0	0	0
7,547	350,000	1	1	2	35	-1	-1	2	2	2	-1	3,260	4,248	785	135	0	1,006	4,273	0	0	1,006	1,006	0	0
7,548	330,000	2	2	1	37	-2	-2	-2	-2	-2	-2	2,148	0	3,080	3,119	0	7,255	0	3,080	3,119	0	7,255	9,060	0
7,549	80,000	2	2	2	23	2	2	2	0	0	2	20,661	22,515	23,339	23,654	25,119	24,567	2,500	1,500	1,000	2,000	0	1,058	0
7,550	280,000	2	1	1	51	-1	-1	-1	-1	-1	-1	11,223	15,225	4,951	2,408	8,360	6,202	15,262	4,951	2,408	8,360	6,202	200	0
7,551	30,000	1	2	2	49	0	0	0	0	0	-2	27,414	26,910	25,321	19,455	0	0	1,526	1,696	1,015	0	0	0	0
7,552	200,000	1	3	1	44	0	0	0	0	0	0	69,106	70,393	73,220	74,419	76,078	77,822	3,000	4,000	3,000	3,000	3,000	3,000	0
7,553	120,000	2	1	2	26	-1	-1	-1	-1	-1	-1	2,897	481	721	444	710	1,920	485	721	444	710	1,920	0	0
7,554	50,000	2	2	1	38	0	0	0	-2	-2	-2	3,239	4,166	0	0	0	0	1,000	0	0	0	0	0	0
7,555	50,000	1	2	2	31	1	2	0	0	0	0	18,190	12,521	14,308	14,769	15,925	15,441	0	2,000	1,000	1,542	764	3,000	0
7,556	300,000	1	1	1	58	1	2	2	2	2	2	158,230	160,242	156,171	165,556	169,250	172,804	6,000	0	12,000	6,500	6,500	6,500	1
7,557	20,000	1	2	2	30	0	-1	0	0	0	0	12,755	832	2,800	1,231	1,052	0	832	1,000	900	500	0	0	0
7,558	50,000	1	2	2	46	0	0	0	0	0	0	47,772	46,935	33,937	19,277	14,563	17,293	2,000	1,221	595	1,000	3,500	2,000	1
7,559	500,000	2	2	2	44	0	0	0	0	0	0	77,257	73,089	81,210	88,888	107,072	115,264	10,000	10,000	10,000	20,000	10,000	0	0
7,560	130,000	2	2	1	40	-1	-1	-1	0	-1	-1	1,445	1,445	1,651	1,651	390	0	1,445	1,651	0	390	0	780	0
7,561	70,000	2	1	2	28	2	2	2	2	2	2	59,794	58,267	63,931	64,585	66,207	67,577	0	6,672	2,300	2,800	2,600	0	1
7,562	70,000	2	3	2	29	-1	-1	2	0	0	0	24,336	25,510	24,726	25,377	24,818	14,978	3,010	0	875	600	1,000	600	0
7,563	120,000	2	2	2	27	0	0	0	0	0	2	36,175	37,062	32,916	30,947	22,974	19,539	3,000	2,000	1,500	2,000	0	8,000	0
7,564	340,000	1	2	1	48	0	0	0	0	0	0	73,627	75,052	76,022	76,402	75,356	76,237	3,870	3,819	2,823	2,876	2,853	2,863	0
7,565	130,000	1	1	2	41	-1	-1	-1	-1	-1	-1	1,392	0	696	1,076	316	696	0	696	1,076	316	696	696	1
7,566	240,000	1	1	2	33	0	0	0	0	0	0	239,009	243,242	242,128	216,017	199,069	202,358	15,018	35,521	20,003	7,009	15,018	20,100	0
7,567	50,000	2	2	1	37	0	0	0	0	0	2	28,522	29,906	34,057	34,611	38,359	37,592	1,849	5,000	1,417	4,488	0	1,540	0
7,568	210,000	2	2	1	48	-1	-1	-1	-1	-1	0	11,876	11,876	11,876	11,876	18,954	11,876	11,876	11,876	11,876	18,954	5,000	11,876	0
7,569	30,000	1	2	2	30	2	2	2	2	2	2	20,732	21,451	20,808	21,761	22,762	23,139	1,347	0	1,300	1,500	900	0	1
7,570	80,000	2	2	2	22	0	0	0	0	0	0	76,737	70,614	68,502	27,160	27,712	29,245	3,500	10,092	966	2,000	2,000	1,037	0
7,571	50,000	1	3	1	42	0	0	0	0	0	0	50,708	44,610	44,043	28,557	27,903	29,164	1,872	1,566	983	1,027	3,000	999	0
7,572	220,000	2	3	1	25	0	0	0	0	0	0	93,674	123,673	92,036	93,935	94,607	93,903	3,500	4,846	3,000	3,000	3,000	10,000	0
7,573	40,000	1	2	1	37	1	2	0	0	0	0	12,127	11,647	13,138	14,903	17,664	19,371	0	2,000	2,000	3,000	2,000	2,000	0
7,574	280,000	1	1	2	26	0	0	0	0	2	2	245,969	251,120	254,735	270,486	276,026	271,408	10,600	9,300	20,000	10,000	0	11,000	0
7,575	90,000	2	2	1	31	-1	-1	-2	-2	-2	-2	350	0	0	0	0	0	0	0	0	0	0	0	0
7,576	180,000	2	2	2	39	0	0	0	0	0	0	166,915	117,351	115,402	105,844	98,396	101,390	6,000	7,030	8,000	5,396	5,390	5,006	0
7,577	50,000	1	2	2	30	0	0	0	0	0	0	32,781	31,702	26,829	18,948	18,830	19,358	1,489	1,326	642	2,000	824	1,000	1
7,578	320,000	1	2	2	27	0	0	0	0	0	0	144,648	150,320	151,365	154,025	157,082	160,217	8,000	6,000	5,671	5,700	5,741	9,900	0
7,579	70,000	1	2	1	38	0	0	0	0	0	0	52,121	53,235	52,015	38,985	36,097	36,995	1,965	1,995	1,336	1,430	1,500	1,292	0
7,580	260,000	2	1	2	36	1	2	2	2	2	2	2,111	545	2,332	1,277	1,996	1,020	0	2,007	0	1,020	0	923	1
7,581	360,000	1	1	1	38	0	0	0	0	0	0	277,523	117,239	121,284	93,951	58,200	52,585	4,013	90,054	9,011	3,007	2,592	1,013	0
7,582	100,000	2	2	2	38	0	0	0	0	0	0	89,842	82,669	70,018	57,847	43,618	38,715	4,025	2,511	1,523	1,292	1,236	627	0
7,583	100,000	2	1	1	32	-1	-1	-1	-1	-1	0	380	380	380	380	425	1,045	380	380	380	425	1,000	0	1
7,584	140,000	2	2	1	39	0	0	0	0	0	0	133,641	136,663	137,110	139,761	137,215	133,572	7,000	6,010	6,000	5,400	5,000	5,200	0
7,585	90,000	2	2	2	28	1	2	2	2	0	0	83,480	89,264	89,896	86,706	87,385	88,351	8,000	3,000	0	3,000	5,000	5,000	0
7,586	220,000	1	1	2	25	-1	-1	0	0	0	0	-1,855	84,332	85,897	90,106	94,129	101,037	88,444	4,000	5,000	5,000	8,000	5,000	0
7,587	260,000	2	1	2	34	-2	-2	-2	-2	-2	-2	5,237	0	0	0	3,982	0	0	0	0	3,982	0	0	0
7,588	260,000	2	1	1	42	-1	-1	-1	-2	-2	-2	78	984	0	0	0	0	984	0	0	0	0	0	0
7,589	20,000	1	1	2	24	-1	-1	-1	0	0	-2	4,720	0	20,200	20,000	0	0	0	20,200	0	0	0	0	0
7,590	50,000	2	1	2	27	2	0	0	0	0	0	49,296	50,080	50,725	43,492	44,377	41,297	1,881	1,915	1,472	4,012	2,008	10,002	0
7,591	70,000	2	2	2	23	0	0	0	0	0	0	57,034	58,224	59,158	60,675	62,047	65,298	2,700	2,500	2,500	2,500	4,300	3,000	0
7,592	170,000	2	2	1	36	2	2	2	2	2	2	15,031	16,784	17,711	17,131	18,197	18,748	2,500	1,500	0	1,500	1,000	0	1
7,593	30,000	2	2	2	22	0	0	0	0	0	0	30,719	30,123	30,112	26,763	22,303	24,397	1,900	1,626	1,267	766	10,000	919	0
7,594	200,000	1	2	2	68	0	0	0	0	0	0	203,533	204,149	179,350	152,525	152,765	152,680	8,870	7,578	5,700	5,882	5,799	5,888	0
7,595	50,000	2	2	2	39	0	0	0	0	0	0	16,729	17,772	18,419	18,786	19,187	17,175	1,620	1,267	634	665	668	1,000	0
7,596	50,000	1	2	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,597	470,000	2	2	1	35	0	0	0	0	0	0	64,875	57,920	59,307	61,500	59,563	57,368	2,505	3,000	3,016	2,200	3,000	1,600	0
7,598	20,000	2	1	2	22	-1	-1	-1	-1	0	-1	7,702	274	1,395	10,555	9,500	9,588	274	1,395	10,555	0	9,588	491	1
7,599	50,000	1	2	2	26	2	-1	-1	-1	-1	-1	291	291	291	291	291	0	291	291	291	291	0	873	0
7,600	360,000	2	2	1	56	0	0	0	0	0	0	500,090	477,461	455,591	430,313	406,010	377,820	15,900	16,489	14,128	13,210	10,442	9,500	0

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