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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
3,201	60,000	2	2	1	26	0	0	2	0	0	0	60,597	61,332	58,787	58,472	57,777	60,985	5,504	0	2,304	2,261	4,600	2,100	1
3,202	20,000	1	1	1	30	1	2	2	2	2	0	6,885	8,627	8,340	10,044	9,739	10,571	2,000	0	1,855	0	1,000	397	1
3,203	70,000	2	1	2	25	0	0	0	0	0	0	71,106	67,954	68,976	49,145	49,688	47,780	3,292	3,290	1,706	1,759	1,729	1,717	0
3,204	60,000	2	2	1	38	0	0	0	0	0	-1	48,399	48,241	36,162	36,560	40,855	885	1,764	1,400	5,000	5,000	885	1,721	0
3,205	200,000	1	1	2	28	-2	-2	-2	-2	-2	-2	3,330	2,665	115,323	21,547	4,056	3,180	2,686	115,916	21,722	4,076	3,196	17,660	0
3,206	200,000	1	1	2	34	1	-2	-1	0	0	-2	-1,730	-1,730	1,111	1,111	-29	-3,789	0	3,000	0	0	0	0	1
3,207	300,000	2	1	1	37	-1	-1	0	-1	-1	-1	3,144	5,688	2,297	3,115	3,172	1,589	5,734	2,018	3,138	3,187	1,597	2,394	0
3,208	390,000	1	1	2	34	-1	-1	-1	-1	-1	-1	13,006	522	1,790	7,957	3,044	27,603	524	1,790	7,957	3,044	27,603	11,219	0
3,209	80,000	2	2	1	23	0	0	0	0	0	0	72,364	64,105	45,867	29,713	30,270	27,912	2,756	1,366	1,000	1,023	1,093	700	0
3,210	100,000	2	1	2	25	-1	-1	-1	-1	0	0	12,660	5,000	0	6,272	10,135	11,958	5,000	0	6,272	4,000	2,000	0	0
3,211	230,000	1	3	2	30	1	2	2	3	2	2	213,894	218,966	238,075	233,210	233,833	190,628	10,040	28,341	0	6,508	187	5,000	0
3,212	40,000	2	3	1	49	1	-2	-2	-2	-2	-1	0	0	0	0	0	150	0	0	0	0	150	159	0
3,213	180,000	2	2	1	25	0	0	0	0	0	-1	33,322	29,500	28,418	16,084	14,210	711	1,900	1,864	600	600	711	2,576	0
3,214	420,000	1	2	2	28	0	0	0	0	0	0	22,872	23,309	24,612	25,400	26,333	27,887	1,700	2,000	1,500	1,500	2,000	1,567	0
3,215	20,000	1	2	1	59	0	0	-1	-1	-1	-1	2,946	0	1,473	240	390	1,320	0	1,473	240	540	1,320	0	0
3,216	340,000	2	2	1	31	-1	0	0	0	0	0	33,639	37,373	40,990	42,415	38,367	37,940	5,000	5,000	3,000	2,000	2,000	3,000	0
3,217	20,000	2	1	2	25	2	2	2	2	2	2	9,317	18,576	18,219	17,095	19,748	18,722	10,000	800	0	3,500	0	1,000	1
3,218	320,000	1	3	2	52	0	0	0	0	0	0	31,858	33,562	35,119	36,886	38,756	40,543	5,000	5,000	5,000	5,000	5,000	5,000	0
3,219	360,000	1	1	1	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,220	100,000	2	1	2	29	0	0	0	0	0	0	33,330	36,282	38,673	43,014	48,300	57,497	3,500	3,000	5,000	6,000	10,000	0	0
3,221	310,000	2	1	2	36	-2	-2	-2	-2	-2	-2	0	298,887	0	0	0	0	298,887	0	0	0	0	199,417	0
3,222	140,000	2	2	2	24	0	0	0	0	0	0	35,806	36,823	36,285	36,683	37,150	41,210	3,000	1,580	1,294	1,355	5,000	5,000	0
3,223	200,000	1	2	2	33	1	2	2	2	0	0	98,990	96,566	103,019	100,464	102,844	105,505	0	9,000	0	4,000	4,500	4,000	0
3,224	30,000	2	2	2	28	-1	-1	-2	-1	-1	-2	1,743	0	0	2,779	0	0	0	0	2,779	0	0	0	1
3,225	130,000	2	3	1	25	0	0	0	0	0	0	132,110	133,734	129,299	131,871	132,168	129,779	6,359	4,505	4,530	4,798	4,600	4,655	0
3,226	20,000	2	3	1	44	0	0	2	0	0	-2	17,095	19,112	17,980	18,780	0	0	3,000	0	1,000	1,000	0	0	0
3,227	120,000	2	5	1	57	0	0	0	0	0	0	116,497	109,247	98,109	74,387	75,237	78,967	5,000	5,007	5,000	5,000	5,000	5,000	0
3,228	190,000	2	1	2	32	-2	-2	-2	-2	-2	-2	8,010	922	3,200	15,010	4,575	7,279	922	3,208	15,010	4,575	7,279	0	0
3,229	50,000	2	2	1	26	0	0	0	0	0	0	43,721	42,060	42,332	37,872	35,748	33,631	2,228	2,500	1,660	1,457	1,300	1,340	0
3,230	130,000	2	5	2	27	0	0	0	0	0	0	107,599	109,902	112,635	114,472	117,556	116,090	4,030	4,600	4,200	5,000	5,000	21,932	0
3,231	220,000	2	2	1	48	0	0	0	0	0	0	28,132	30,362	31,387	32,559	35,019	37,422	2,700	1,534	1,700	3,000	3,000	3,000	1
3,232	200,000	2	2	1	29	0	0	0	0	0	0	70,422	67,991	56,909	56,841	51,245	42,268	3,500	2,472	1,683	1,755	1,658	3,579	0
3,233	50,000	2	3	1	59	0	0	0	0	0	0	37,201	27,863	27,712	28,433	21,449	20,688	1,503	1,352	1,073	1,077	900	1,000	0
3,234	30,000	2	2	1	26	2	2	2	2	2	2	30,954	30,670	29,856	30,584	27,883	29,334	2,074	0	2,304	0	2,400	0	0
3,235	200,000	2	2	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,236	400,000	2	3	1	50	2	-1	-1	-1	-1	-2	5,523	8,033	0	550	0	0	8,037	0	550	0	0	0	1
3,237	120,000	2	1	1	41	0	0	0	0	0	0	118,847	113,190	114,113	111,593	112,533	111,672	5,000	6,000	5,000	5,000	5,000	5,000	0
3,238	60,000	2	2	1	38	0	0	0	0	0	0	45,972	49,874	47,329	35,587	36,193	29,978	5,000	5,000	5,000	5,000	5,000	15,000	0
3,239	150,000	2	1	2	25	-1	-1	0	0	0	-1	3,167	13,680	12,848	8,445	6,868	1,310	13,879	4,000	0	0	1,310	0	0
3,240	240,000	2	2	1	44	-2	-1	-1	2	2	3	16,925	1,411	1,696	1,437	2,714	2,202	1,411	1,200	0	1,479	0	0	0
3,241	130,000	1	2	2	29	-1	-1	-2	-2	-2	-2	3,594	0	0	0	0	0	0	0	0	0	0	0	0
3,242	200,000	1	3	1	40	2	0	0	2	2	2	91,368	92,989	99,704	101,169	103,401	109,831	4,000	8,300	4,000	4,000	8,300	0	1
3,243	240,000	2	2	1	56	2	2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	1
3,244	30,000	2	1	2	22	-1	-1	2	0	0	0	14,885	16,579	17,498	25,032	25,626	27,191	1,939	1,500	8,213	1,000	2,000	3,200	1
3,245	50,000	2	2	1	26	0	0	0	0	0	0	44,335	44,626	40,928	29,367	29,156	27,337	2,126	2,104	990	1,200	1,654	897	0
3,246	30,000	1	2	2	26	2	0	0	0	2	2	13,660	14,708	17,725	20,320	19,480	19,222	1,269	3,286	2,881	1	632	1	0
3,247	310,000	1	1	1	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,248	120,000	2	2	2	28	2	2	2	2	0	0	111,840	114,252	115,306	112,404	114,269	116,332	5,300	3,600	0	3,400	3,500	4,494	1
3,249	290,000	2	2	1	34	0	0	0	0	0	0	16,196	17,220	18,231	18,593	18,986	19,967	1,292	1,303	665	692	1,300	636	0
3,250	50,000	1	2	2	45	0	0	0	0	0	0	45,911	47,521	48,599	7,476	7,792	4,122	2,350	2,421	298	468	1,649	1,500	0
3,251	130,000	2	1	2	27	0	0	0	0	0	0	86,883	99,516	77,188	78,304	79,941	81,648	40,000	3,400	3,000	3,052	3,190	3,300	0
3,252	50,000	1	5	1	30	0	0	0	0	0	0	47,311	44,136	17,865	6,431	6,939	4,509	2,900	1,035	500	508	410	0	0
3,253	210,000	2	2	1	33	-1	-1	-1	-2	-1	-1	98	1,090	0	0	580	500	1,120	0	0	580	500	0	0
3,254	50,000	1	3	1	47	1	3	2	0	0	-1	4,759	4,540	4,284	2,946	1,473	1,473	0	0	0	0	1,473	1,473	1
3,255	10,000	2	2	2	40	0	0	0	0	0	0	6,160	6,787	7,377	7,127	6,931	6,660	1,123	1,103	243	296	280	16	0
3,256	10,000	1	3	2	22	0	0	0	0	0	0	5,757	6,706	7,715	7,873	8,742	9,551	1,200	1,128	286	1,000	955	0	0
3,257	80,000	2	2	2	24	2	2	3	2	3	2	75,444	80,025	78,129	82,581	81,053	79,133	6,400	0	6,300	0	0	5,000	1
3,258	360,000	1	2	1	65	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,259	530,000	1	1	2	32	-2	-2	-1	0	0	0	12,451	24,095	15,688	24,511	12,144	34,963	24,120	15,791	12,808	8,090	34,110	90,231	0
3,260	20,000	1	2	2	46	0	0	0	0	0	0	20,376	19,927	19,907	19,349	17,484	-1,216	2,000	1,500	607	1,360	1,300	20,538	0
3,261	170,000	1	2	1	42	0	0	0	0	0	0	131,629	131,374	129,544	131,937	132,958	134,525	5,300	5,100	5,000	4,700	5,000	4,800	0
3,262	220,000	2	2	1	33	-1	-1	-1	-1	-1	2	16,090	4,991	-1,350	18,150	350	200	4,991	0	20,000	350	0	16,115	0
3,263	180,000	1	3	1	40	-1	-1	-1	0	-1	-1	991	991	1,316	325	1,657	325	991	1,316	0	1,657	325	325	0
3,264	440,000	2	1	1	37	-1	-1	-1	-1	-1	-1	5,302	13,333	686	-414	2,736	12,586	13,333	1,383	0	3,150	13,000	5,500	0
3,265	20,000	1	2	1	62	2	0	0	0	0	0	17,870	18,740	19,343	19,402	11,731	0	1,462	1,367	682	627	0	0	1
3,266	400,000	2	2	2	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,267	130,000	1	2	2	27	0	0	0	-2	-2	-2	44,826	40,650	0	0	0	0	1,092	0	0	0	0	0	0
3,268	420,000	1	1	2	29	0	0	0	0	0	0	194,505	144,086	144,169	122,453	120,509	119,783	5,479	5,502	4,193	5,006	4,503	4,003	0
3,269	80,000	2	2	1	34	0	0	0	0	-1	0	78,688	80,539	76,681	34,197	27,398	28,646	4,000	2,333	3,032	28,298	2,000	2,000	0
3,270	20,000	2	2	1	45	0	0	0	0	0	-2	18,569	40,278	18,760	18,662	0	0	2,500	3,000	1,000	0	0	0	0
3,271	320,000	2	2	2	29	1	2	0	0	3	2	93,070	90,725	92,697	106,221	104,313	103,251	0	3,500	15,100	11	3,129	11	1
3,272	160,000	1	1	1	40	0	0	0	0	0	0	27,563	28,350	25,186	36,100	21,707	7,928	5,002	5,000	14,400	10,000	4,000	0	0
3,273	50,000	2	2	2	23	0	0	0	0	0	2	48,725	51,175	50,115	33,814	34,423	31,988	4,987	1,661	2,000	3,000	0	3,213	0
3,274	50,000	1	2	2	35	0	0	0	0	-1	-1	14,536	10,827	9,594	7,309	1,277	3,310	2,000	2,000	2,000	1,277	3,294	0	0
3,275	70,000	2	2	1	43	0	0	0	0	0	0	71,037	71,880	71,927	71,370	71,003	71,411	3,352	3,400	2,900	2,900	2,900	2,558	0
3,276	20,000	1	3	2	59	1	2	2	4	3	2	19,074	18,482	20,329	19,616	19,303	1,013	0	2,300	0	0	0	2,821	1
3,277	160,000	2	2	2	24	0	0	0	0	0	0	157,389	158,475	162,309	162,462	160,085	158,236	6,800	6,500	6,000	6,200	6,200	6,000	0
3,278	130,000	2	1	2	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,279	20,000	2	1	2	23	0	0	3	2	2	0	16,918	20,627	19,985	19,702	18,395	18,763	4,000	1	651	0	655	653	0
3,280	170,000	2	2	1	48	-2	-2	-1	-1	-1	-1	18,727	64,028	107,946	13,608	110,667	6,878	66,513	108,323	13,608	112,876	3,998	1,118	0
3,281	300,000	2	1	2	39	-1	-1	-1	-1	-1	-1	729	0	236	766	227	0	0	236	800	227	0	0	0
3,282	160,000	2	1	2	31	-1	-1	-1	-1	-2	-2	1,672	4,411	500	0	0	0	4,411	504	0	0	0	0	0
3,283	110,000	2	3	1	52	1	-2	-1	-1	-2	-2	0	0	1,000	0	0	0	0	1,000	0	0	0	0	0
3,284	230,000	2	1	2	27	0	0	0	0	0	0	92,167	92,799	94,328	96,203	98,474	98,835	3,340	3,401	3,420	3,797	3,476	2,818	0
3,285	60,000	2	2	2	21	0	0	0	0	0	0	40,969	32,724	24,975	25,475	26,010	26,183	1,859	1,410	910	939	1,000	1,000	0
3,286	280,000	1	1	1	35	0	0	0	0	2	0	146,368	244,092	210,226	177,595	153,181	145,852	101,585	90,762	50,119	282	50,436	54,184	0
3,287	180,000	2	1	2	47	1	-2	-1	-1	-2	-1	-6	-6	1,251	0	0	679	0	1,257	0	0	679	421	0
3,288	30,000	2	1	1	30	2	2	2	3	2	2	12,109	12,917	13,909	13,394	13,036	15,019	1,300	1,500	0	0	2,200	0	1
3,289	50,000	2	2	2	28	0	0	0	0	0	0	48,010	40,668	30,361	22,266	18,469	21,551	5,000	2,000	5,000	6,560	10,000	13,694	0
3,290	270,000	2	2	1	41	-1	2	-1	0	-1	-1	832	416	832	416	566	416	0	832	0	566	416	416	0
3,291	80,000	2	2	2	24	-1	-1	-2	-2	-2	-2	2,346	0	0	0	0	0	0	0	0	0	0	0	1
3,292	120,000	1	1	2	31	2	0	0	2	0	0	25,719	29,961	32,451	31,630	34,115	36,551	5,000	3,000	0	3,000	3,000	4,000	1
3,293	120,000	1	3	1	53	-1	-1	-1	-1	-1	-1	291	291	0	582	291	0	291	0	582	291	0	582	0
3,294	30,000	1	1	2	23	0	0	0	0	0	0	29,025	28,331	29,792	30,106	30,318	28,985	1,507	5,538	1,030	1,500	1,500	1,500	0
3,295	380,000	1	1	2	36	0	0	0	0	0	0	68,943	75,024	61,114	60,586	55,489	55,702	8,000	5,000	2,500	5,000	4,000	4,000	0
3,296	80,000	2	2	1	37	2	2	2	0	0	0	80,508	81,731	78,772	76,818	70,319	-1,560	3,100	0	2,000	3,000	0	75,003	1
3,297	20,000	2	2	2	26	0	0	0	0	0	0	17,938	18,798	19,347	8,007	4,890	0	1,456	1,005	160	98	0	0	0
3,298	160,000	1	3	1	34	-1	0	0	0	0	2	2,947	4,593	6,057	6,519	7,130	6,578	2,000	2,000	1,000	1,000	0	2,000	0
3,299	230,000	2	2	2	26	-1	-1	-1	4	3	2	8,328	0	600	600	300	150	0	600	0	0	0	686	1
3,300	370,000	1	2	2	39	2	0	0	0	0	0	334,394	337,272	340,152	345,904	322,168	272,461	14,005	12,004	12,362	12,006	9,555	11,005	1

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