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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
4,401	50,000	1	3	2	54	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,402	140,000	2	2	2	50	0	0	0	0	0	2	95,310	97,902	100,214	102,496	108,405	106,649	4,000	3,800	3,800	7,600	0	4,000	0
4,403	270,000	1	1	2	48	2	0	0	0	0	0	56,376	56,911	56,758	26,872	23,660	12,053	2,680	1,420	15	42	2,476	0	0
4,404	50,000	1	2	2	26	0	0	0	0	0	0	51,212	50,165	19,814	20,210	20,125	19,010	2,000	1,296	692	709	698	1,000	0
4,405	100,000	2	2	2	25	1	2	3	4	4	3	53,111	55,650	59,730	61,693	59,186	57,949	4,000	5,600	3,500	0	0	0	1
4,406	360,000	1	2	2	28	-1	-1	-1	-1	-1	-1	9,780	6,672	11,201	9,718	8,781	11,846	6,712	11,244	9,747	8,806	11,872	19,035	0
4,407	20,000	1	2	2	39	0	0	0	0	0	0	19,592	19,401	19,979	20,107	19,472	19,719	1,334	1,302	694	707	835	772	0
4,408	50,000	1	2	2	27	0	0	0	0	0	0	50,902	50,716	49,179	19,747	19,726	20,140	2,128	2,300	1,004	730	700	800	0
4,409	360,000	2	2	2	46	1	2	0	0	0	0	361,863	343,268	285,707	271,529	276,759	279,953	0	11,426	9,781	10,370	13,899	9,952	0
4,410	20,000	2	2	1	50	1	-1	-1	-1	-1	0	-5	4,995	2,197	3,047	4,262	7,163	5,000	2,200	6,050	5,000	3,000	2,000	0
4,411	100,000	1	3	2	42	0	0	0	0	0	0	70,542	72,400	74,192	75,660	77,444	79,154	3,000	3,000	2,703	2,998	3,000	6,100	0
4,412	80,000	1	1	2	27	0	0	0	0	-1	0	76,817	74,554	43,727	16,307	1,755	470	3,000	1,400	326	1,755	0	39,080	0
4,413	140,000	1	3	1	39	0	0	0	0	0	0	136,918	128,636	127,237	94,159	95,794	89,345	5,000	5,900	4,000	3,000	5,000	3,000	0
4,414	390,000	2	1	1	28	0	0	0	0	0	0	64,440	67,503	68,566	65,411	66,597	57,361	5,000	5,007	5,000	5,000	5,000	2,000	0
4,415	350,000	1	1	1	39	-1	-1	2	0	-1	0	325	2,770	2,247	1,930	80,392	78,638	2,770	0	8	80,408	3,142	2,720	0
4,416	170,000	1	2	1	48	-1	-1	-1	0	0	-2	390	390	780	780	0	0	390	780	0	0	0	0	0
4,417	270,000	2	3	1	37	1	-1	0	0	0	0	265,044	60,052	68,660	77,184	85,591	101,945	73,000	10,000	10,000	10,000	20,000	25,000	0
4,418	460,000	2	3	1	42	0	0	0	-2	-1	-1	43,792	35,047	35,415	0	1,619	3,795	1,600	1,000	0	1,619	3,795	954	0
4,419	200,000	2	3	2	37	-2	-2	-2	-2	-2	-2	3,938	8,556	4,846	807	2,183	210	8,576	4,850	1,047	2,183	210	0	0
4,420	450,000	2	1	2	28	-1	-1	-1	-1	-1	-1	108	-58	14,276	1,346	1,448	4,005	0	14,500	1,346	1,448	4,005	166	0
4,421	240,000	1	1	1	47	-1	-1	-2	-2	-2	-2	207	99	0	0	0	0	99	0	0	0	0	0	0
4,422	260,000	2	1	2	29	-2	-2	-2	-2	-1	-1	1,476	1,476	1,476	1,476	20,976	1,476	1,476	1,476	1,476	20,976	1,476	1,476	0
4,423	110,000	2	2	1	34	0	0	0	0	0	0	24,147	25,750	27,012	27,762	32,126	37,779	2,000	2,000	1,500	5,000	6,400	0	0
4,424	50,000	1	2	1	51	0	0	0	0	0	0	38,434	39,492	39,394	33,490	27,316	0	1,681	1,583	1,347	1,183	0	0	0
4,425	250,000	2	3	3	49	1	2	2	0	0	0	260,260	262,132	240,448	186,817	185,488	184,091	13,000	0	6,672	7,000	7,000	9,000	0
4,426	380,000	1	1	1	41	-1	-1	-1	-2	-2	-2	3,907	13,253	-4	-4	-4	-4	13,345	0	0	0	0	0	1
4,427	110,000	2	2	1	28	0	0	0	0	0	0	41,799	43,152	44,625	45,579	46,843	48,062	2,027	2,500	2,000	2,000	2,000	1,600	0
4,428	200,000	2	1	1	44	0	-1	-1	-2	-2	-1	26,814	367	0	0	561	3,854	368	0	0	561	3,878	3	0
4,429	500,000	2	1	2	41	-1	-1	2	0	0	-1	10,386	34,000	28,854	92,952	50,089	2,165	28,854	0	70,000	32,000	2,165	41,242	0
4,430	260,000	2	2	1	35	0	0	0	0	2	0	70,098	70,972	77,604	82,681	81,244	83,268	2,598	7,835	6,386	0	3,795	4,000	0
4,431	270,000	2	2	1	38	0	0	0	0	0	0	60,654	59,464	54,715	51,796	53,256	59,733	3,000	3,019	5,000	5,000	10,000	10,000	0
4,432	150,000	1	2	2	29	0	0	0	0	0	0	15,453	18,925	23,590	27,810	38,000	0	4,000	5,003	5,000	10,190	0	0	0
4,433	30,000	2	3	3	42	3	3	2	2	2	2	27,669	26,955	27,425	28,179	28,545	27,942	0	1,200	1,500	1,100	0	1,000	0
4,434	290,000	2	1	2	46	0	-1	-1	-1	-1	0	289,002	1,332	21,429	2,228	156,721	157,203	1,343	21,542	2,239	156,733	7,219	17,512	0
4,435	200,000	1	2	2	30	-1	-1	-1	-1	-1	-1	326	326	326	326	326	802	326	326	326	326	802	0	0
4,436	210,000	2	1	2	35	-2	-2	-2	-2	-2	-2	552	-18	-18	-18	-18	-18	0	0	0	0	0	0	0
4,437	100,000	2	2	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,438	50,000	2	2	1	45	0	0	0	0	0	0	45,390	46,210	46,549	20,084	20,264	19,064	2,321	1,660	3,000	1,004	1,003	627	0
4,439	210,000	2	3	2	56	0	-1	-1	-1	-1	0	27,316	15,316	15,316	15,623	11,090	15,316	15,316	15,316	15,623	11,090	10,000	76,826	0
4,440	240,000	1	2	1	44	-2	-2	-2	-1	0	0	-9,095	-30,000	-10,608	2,657	4,245	3,392	10,000	13,000	13,265	3,392	1,000	0	0
4,441	140,000	2	2	2	25	0	0	0	0	2	0	33,740	34,154	21,945	23,581	23,066	23,531	1,363	1,952	2,000	0	1,000	1,018	0
4,442	50,000	1	2	1	49	0	0	0	0	0	0	35,623	12,601	10,527	10,679	10,734	11,550	1,168	1,500	1,000	1,000	1,000	1,000	0
4,443	360,000	2	1	1	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	3,220	1
4,444	180,000	1	2	1	47	0	0	0	0	0	0	84,973	89,989	94,895	98,738	127,382	155,470	6,000	6,000	5,000	30,000	30,000	20,000	0
4,445	100,000	1	2	2	36	8	7	6	5	4	3	110,072	108,478	105,931	104,554	102,360	100,413	0	0	1,170	0	0	0	0
4,446	90,000	2	2	1	29	0	0	0	0	0	0	5,618	6,645	7,635	8,020	8,403	9,504	1,125	1,115	500	500	1,252	154	0
4,447	90,000	2	1	1	37	-2	-2	-2	-2	-2	-1	1,243	0	2,366	-1,438	-1,438	66,129	0	2,366	1,068	0	67,567	2,500	0
4,448	90,000	1	2	1	52	2	2	2	2	2	2	90,603	92,152	86,671	91,280	85,868	91,047	3,900	0	6,800	0	6,500	0	0
4,449	30,000	1	3	2	25	-2	-2	-2	-2	-2	-2	780	0	390	749	390	0	0	390	749	390	0	805	1
4,450	300,000	1	2	2	29	0	0	0	0	0	0	49,833	49,831	51,818	50,244	49,484	53,472	5,000	5,000	5,000	5,000	5,000	5,000	0
4,451	20,000	1	3	1	36	0	0	0	0	0	0	18,839	19,919	20,042	20,204	19,662	14,218	1,690	1,203	755	701	600	115	0
4,452	30,000	2	1	2	25	0	0	0	0	0	0	8,341	10,039	11,560	16,611	18,179	19,712	2,000	2,000	5,611	2,000	2,000	1,500	1
4,453	50,000	2	1	2	27	0	0	0	0	0	0	12,814	15,588	17,321	19,026	20,714	22,210	3,000	2,000	2,000	2,000	2,000	840	0
4,454	50,000	1	3	1	45	-1	-1	-2	-2	-2	-2	1,189	0	0	0	0	0	300	0	0	0	0	0	0
4,455	30,000	2	1	2	22	0	0	0	2	3	2	8,679	9,570	11,238	9,453	9,022	8,237	1,190	1,858	800	0	0	500	1
4,456	60,000	2	1	2	28	1	2	0	0	0	0	47,262	46,226	47,557	48,464	49,532	50,552	0	2,100	2,000	2,000	2,000	3,000	0
4,457	200,000	2	1	2	25	1	-2	-2	-2	-2	-1	0	0	0	0	0	476	0	0	0	0	476	288	1
4,458	450,000	2	2	1	39	-1	0	0	-2	-2	-2	810	1,810	0	0	0	0	1,000	0	0	0	0	1,040	0
4,459	140,000	2	2	1	32	0	0	0	0	0	0	129,653	116,582	112,170	102,931	100,179	102,417	5,820	4,920	3,600	3,700	3,900	3,602	0
4,460	120,000	2	2	1	47	0	0	0	0	0	0	112,448	115,646	115,767	38,070	39,306	39,200	6,500	4,300	1,175	1,658	784	0	0
4,461	270,000	2	2	2	45	0	0	0	-1	-1	-1	7,088	8,139	8,966	8,294	3,902	468	1,173	1,000	8,294	3,902	468	291	0
4,462	130,000	1	1	2	46	0	0	0	0	0	0	110,766	114,977	120,976	40,177	41,529	43,734	6,000	9,000	2,000	2,000	3,000	4,000	1
4,463	50,000	1	2	1	27	0	0	0	0	0	0	9,837	3,898	21,682	20,833	20,289	19,380	1,010	21,282	694	1,000	700	400	0
4,464	220,000	2	2	1	52	-1	-1	-2	-2	-2	-2	20,208	5,183	3,627	2,963	2,256	-119	5,209	3,649	2,977	2,267	0	0	0
4,465	50,000	1	2	1	26	0	0	0	0	0	0	28,440	23,228	21,482	18,029	18,705	18,698	1,436	1,162	2,184	871	500	0	0
4,466	20,000	1	2	2	36	2	0	0	-1	-1	-1	19,597	35,869	9,066	309	3,019	16,496	1,503	2,036	309	3,100	16,890	500	0
4,467	110,000	1	3	1	54	0	0	0	0	0	0	105,449	107,957	82,407	70,562	70,982	71,609	4,500	3,786	2,666	2,900	3,100	2,856	0
4,468	70,000	2	1	2	36	0	0	0	0	0	0	75,021	71,101	73,831	46,898	48,686	47,171	2,893	4,231	8,000	2,500	1,675	2,000	0
4,469	380,000	2	3	1	38	0	0	0	0	0	0	380,781	389,354	373,512	304,594	305,275	303,402	16,750	14,100	11,000	11,000	11,100	13,500	0
4,470	160,000	1	4	2	26	-2	-1	-1	0	0	0	2,810	16,175	8,632	25,234	21,234	567	16,261	8,641	20,012	62	1	0	0
4,471	70,000	1	3	0	35	2	2	2	2	2	2	47,702	48,839	49,636	50,517	51,658	52,758	2,200	1,900	2,000	2,100	2,100	2,000	0
4,472	90,000	2	2	2	29	-1	-1	-1	-1	-1	-1	18,858	11,056	3,909	3,506	4,128	4,254	11,056	3,916	3,506	4,128	4,254	3,438	0
4,473	130,000	1	3	3	52	0	0	0	0	0	0	106,140	69,025	58,860	45,207	41,556	42,455	3,003	2,000	2,000	2,000	1,590	2,000	1
4,474	240,000	2	1	2	26	1	-1	-1	-2	-1	-1	-11	3,919	-23	-23	7,859	-2	3,930	0	0	7,882	0	805	0
4,475	120,000	1	3	1	32	2	2	2	2	2	2	67,502	68,842	69,825	70,891	72,213	73,786	3,000	2,700	2,800	2,600	2,900	0	0
4,476	240,000	2	1	1	44	0	0	0	0	0	0	188,307	179,988	184,976	188,934	196,884	199,267	6,600	8,000	7,000	11,000	7,181	7,236	0
4,477	300,000	1	1	2	45	0	0	0	0	0	0	62,296	64,460	56,439	53,637	55,981	58,270	3,000	3,000	3,000	3,000	3,000	3,000	0
4,478	100,000	2	2	1	40	0	0	0	0	0	0	26,702	26,616	26,704	27,640	30,035	33,697	2,008	2,000	2,000	3,000	5,000	3,000	0
4,479	200,000	2	1	2	25	-2	-2	-1	0	-1	-1	6,096	2,886	8,264	7,776	2,814	2,610	2,886	9,288	0	2,814	2,610	2,828	0
4,480	50,000	1	2	1	39	0	0	0	0	0	0	39,323	45,625	38,157	15,966	15,733	17,703	7,031	2,013	3,005	2,007	5,007	1,003	0
4,481	100,000	2	1	1	40	1	-2	-2	-1	2	2	-166	-482	-1,114	880	414	1,098	0	0	1,994	0	1,000	0	0
4,482	500,000	1	1	2	39	-1	-1	-1	-1	0	-1	83,528	-24,702	23,804	92,715	6,655	3,966	472	113,935	108,041	33	3,984	2,122	0
4,483	20,000	1	5	2	50	0	0	0	-1	-1	-2	19,062	19,242	14,725	780	0	0	1,333	1,000	780	0	0	0	0
4,484	280,000	2	1	2	39	-1	-1	-1	-1	-1	-1	1,726	325	2,001	1,364	1,313	1,242	350	2,001	1,400	1,320	1,300	1,500	0
4,485	160,000	2	1	2	23	0	0	0	0	0	-2	151,246	155,926	113,767	50,531	-10	-5	10,517	20,258	20,157	0	0	3,570	0
4,486	30,000	1	2	2	21	0	0	0	0	0	0	26,587	25,917	17,072	15,994	12,017	5,614	1,385	1,270	367	336	112	0	0
4,487	50,000	1	1	3	45	0	0	0	0	0	0	20,408	16,422	14,388	18,804	23,460	27,870	6,000	5,000	5,000	5,000	5,000	5,000	0
4,488	20,000	1	1	2	24	-1	-1	-1	-1	-1	-1	3,808	4,470	8,176	7,909	2,948	1,220	4,515	8,186	7,913	3,049	1,624	3,800	0
4,489	140,000	1	1	2	32	0	0	0	2	0	0	50,890	59,395	73,225	56,999	61,050	67,086	9,395	15,000	0	5,000	7,086	6,505	0
4,490	130,000	1	3	2	27	0	0	0	0	0	0	89,956	61,868	63,766	65,839	67,908	63,530	2,317	3,000	3,000	3,000	5,000	2,305	0
4,491	100,000	2	2	2	23	0	0	0	0	0	0	13,530	14,564	15,561	18,306	20,594	26,368	1,258	1,255	3,000	3,000	7,000	1,225	0
4,492	100,000	1	2	2	25	0	0	0	0	0	0	86,098	85,014	86,735	87,321	82,289	83,850	3,200	3,155	3,504	3,001	3,301	2,839	0
4,493	50,000	1	2	2	26	2	2	2	2	2	2	32,976	34,154	33,311	35,246	34,548	36,910	2,000	0	2,800	0	3,100	0	1
4,494	360,000	1	1	2	31	1	-2	-1	-1	-2	-1	0	0	1,650	0	0	1,650	0	1,650	0	0	1,650	0	0
4,495	10,000	1	3	3	42	1	2	0	0	0	2	5,674	5,440	7,968	8,829	9,685	9,384	0	2,800	1,000	1,000	0	1,000	1
4,496	50,000	1	3	1	65	0	0	0	0	0	0	48,341	47,465	47,942	48,418	49,530	28,085	2,068	1,545	1,171	1,658	1,321	0	0
4,497	10,000	1	2	2	24	2	0	0	0	0	0	223	3,035	4,810	7,546	9,260	10,000	3,000	2,000	3,000	2,000	1,000	0	0
4,498	210,000	1	1	1	38	1	-2	-1	0	-1	-1	-9	-9	1,739	1,739	475	475	0	1,748	0	800	475	975	1
4,499	320,000	1	2	1	31	-1	-1	-1	-1	-1	-1	6,927	10,063	1,876	396	11,256	546	10,063	1,876	396	11,256	546	396	0
4,500	70,000	2	2	2	23	0	0	0	0	0	0	39,935	40,973	41,989	42,823	43,718	45,203	1,683	1,699	1,533	1,585	2,210	1,875	0

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