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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
1,601	120,000	1	2	2	27	-1	-1	-1	-1	-1	-1	2,474	2,469	2,439	2,439	2,439	2,116	2,469	2,439	2,439	2,439	2,116	0	0
1,602	150,000	2	1	1	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,603	100,000	2	3	2	53	0	0	0	0	0	0	101,503	29,880	31,119	58,653	59,477	60,695	1,538	1,777	29,103	2,283	2,334	2,290	0
1,604	260,000	2	2	2	38	-2	-2	-2	-2	-2	-2	-2	-2	725	2,074	0	585	0	727	2,074	0	585	0	0
1,605	250,000	2	2	2	26	-2	-2	-2	-2	-2	-2	16,884	10,397	5,291	4,671	4,400	6,011	2,000	1,000	1,010	2,000	6,011	2,325	0
1,606	100,000	2	2	2	26	0	0	-2	-2	-2	-1	9,614	0	0	0	0	16,708	0	0	0	0	16,708	2,000	0
1,607	160,000	1	1	1	51	2	3	2	0	0	0	79,244	77,441	75,598	82,277	84,955	87,549	0	0	8,000	4,000	4,000	4,000	1
1,608	270,000	2	1	1	37	-1	-1	-1	-1	-1	-1	264	264	1,191	3,691	3,445	56,264	264	1,191	3,691	3,445	56,264	953	1
1,609	390,000	2	2	2	42	-1	-1	0	0	0	0	5,895	42,006	31,192	13,859	10,078	4,635	42,016	1,397	347	250	145	94	0
1,610	210,000	2	2	1	43	0	0	0	0	2	0	80,527	82,332	84,043	88,508	85,802	85,280	4,000	4,000	7,000	0	3,500	7,000	0
1,611	30,000	2	2	2	23	0	0	0	2	0	0	24,285	26,143	26,929	19,610	20,591	19,472	3,002	2,130	2	3,004	8,013	0	0
1,612	300,000	2	3	1	30	-1	-1	0	0	-1	-1	12,090	15,035	25,895	16,416	3,972	2,200	15,042	25,500	6,000	3,972	2,200	0	0
1,613	190,000	2	3	1	38	0	0	0	0	0	0	89,619	103,095	110,000	115,674	121,313	15,538	15,000	10,000	5,674	11,313	5,538	18,272	0
1,614	130,000	2	1	1	35	-1	-1	-1	-1	-1	-1	6,348	321	321	0	321	0	321	321	0	321	0	0	1
1,615	360,000	1	2	1	44	0	0	0	0	2	0	270,248	138,566	142,337	149,758	147,152	149,460	5,000	5,000	8,600	0	5,000	5,000	0
1,616	320,000	1	1	1	35	1	-2	-2	-2	-2	-2	291	2,594	2,691	291	291	291	2,594	2,691	291	291	291	3,124	1
1,617	20,000	1	2	3	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,618	360,000	1	1	1	32	-2	-2	-2	-2	-2	-2	10,729	2,523	-2	-2	-2	-2	2,535	0	0	0	0	0	0
1,619	190,000	2	2	2	25	0	0	0	0	-1	0	110,031	105,500	104,430	93	158,481	161,866	8,614	5,000	93	159,212	5,800	5,500	0
1,620	90,000	2	2	2	33	0	0	-1	-1	0	0	63,626	1,788	1,988	55,970	59,612	40,281	1,000	2,000	61,000	5,000	1,800	1,200	1
1,621	30,000	2	1	2	26	-1	-1	-1	-1	-1	2	2,635	807	11,428	2,462	3,605	1,559	1,270	11,500	2,462	1,559	0	3,192	0
1,622	240,000	1	1	2	29	0	0	0	0	0	0	240,248	221,277	201,606	183,454	180,255	184,230	11,000	9,100	8,000	8,000	7,000	8,000	0
1,623	40,000	2	1	2	26	0	0	0	0	0	0	12,308	13,604	14,873	15,624	15,972	16,308	1,500	1,500	1,000	600	600	1,700	0
1,624	170,000	1	2	2	36	-1	-1	-1	-1	-1	-1	2,104	2,074	10,719	12,654	25,784	19,950	2,081	10,725	12,654	25,784	19,950	200	0
1,625	180,000	1	1	2	37	0	0	0	0	0	0	22,121	31,681	32,552	34,004	35,792	36,645	10,000	1,700	2,000	2,500	1,600	2,000	0
1,626	20,000	1	3	1	63	2	2	2	2	2	0	16,097	16,951	17,090	17,128	16,725	17,263	1,400	700	600	0	800	772	1
1,627	150,000	2	3	1	48	0	0	2	0	0	0	37,800	40,874	39,922	40,953	42,136	43,279	4,000	0	2,000	2,000	2,000	2,000	0
1,628	50,000	2	2	1	47	0	0	0	0	0	0	44,624	45,128	3,837	3,913	4,146	4,225	2,355	1,064	140	296	296	301	1
1,629	140,000	2	3	1	31	2	2	2	2	2	2	89,910	92,588	91,936	94,623	94,952	95,234	5,000	1,800	5,000	1,900	4,700	0	0
1,630	50,000	1	3	2	31	0	0	0	0	2	0	40,011	33,648	35,082	38,286	37,543	0	1,566	2,000	3,800	0	1,546	0	0
1,631	200,000	1	1	2	34	0	0	0	0	0	0	67,002	76,429	94,564	95,859	99,593	101,834	10,000	18,900	3,000	4,524	3,084	3,242	0
1,632	100,000	2	1	1	43	-1	-1	-1	-1	-1	-1	9,122	22,971	15,537	27,075	8,423	37,259	22,982	15,561	27,091	8,423	37,259	16,751	0
1,633	250,000	2	1	2	32	0	0	0	0	-1	-1	33,323	30,090	21,218	10,875	3,328	1,460	2,038	2,065	52	3,336	1,460	1,000	0
1,634	80,000	2	1	2	38	-2	-2	-2	-2	-2	-2	1,927	446	909	1,740	2,190	518	446	909	1,740	2,190	518	5,062	0
1,635	170,000	2	2	1	50	0	0	0	0	0	0	177,956	176,155	171,665	65,479	61,234	42,484	7,262	5,586	2,272	2,998	39,321	1,390	0
1,636	80,000	1	3	2	29	0	0	0	0	0	0	46,638	47,680	48,395	49,356	50,560	51,431	2,091	1,806	1,767	2,000	1,767	1,740	0
1,637	50,000	1	2	1	49	0	0	0	0	0	0	49,816	49,749	48,589	59,469	20,239	20,059	3,000	2,000	1,900	1,004	1,600	700	0
1,638	30,000	2	3	2	40	2	2	2	2	0	0	23,687	23,020	25,218	24,514	25,030	25,557	0	2,579	0	909	944	4,642	0
1,639	70,000	2	1	2	34	1	3	2	0	0	0	70,971	71,272	69,405	34,045	34,995	36,025	2,000	0	1,220	1,500	1,725	0	1
1,640	30,000	2	3	1	47	-1	-1	-1	-1	-1	-1	1,355	5,137	1,392	696	0	696	5,174	1,392	696	0	696	696	0
1,641	200,000	1	1	1	34	-1	-1	-1	-1	-1	-1	5,023	618	605	3,098	805	2,154	621	608	3,114	1,003	2,164	1,210	0
1,642	100,000	2	2	2	27	-1	-1	-1	-2	-2	-2	11,540	1,300	0	0	0	0	1,303	0	0	0	0	0	0
1,643	20,000	1	2	2	44	0	0	0	0	0	0	17,636	17,947	17,914	18,357	19,155	10,200	1,375	1,122	565	1,000	204	0	1
1,644	200,000	1	1	2	29	-1	-1	-2	-2	-2	-2	2,290	0	0	0	0	0	0	0	0	0	0	0	0
1,645	50,000	1	3	1	72	2	0	0	0	2	2	35,417	36,453	37,166	39,710	40,519	41,324	1,908	1,621	3,165	1,600	1,620	0	1
1,646	50,000	1	2	1	48	0	0	0	0	0	0	40,931	40,892	41,612	18,825	18,019	18,124	1,880	1,650	10,000	1,000	700	600	1
1,647	50,000	2	1	2	27	1	2	2	2	2	2	36,794	35,922	39,319	38,387	42,764	41,926	0	4,000	0	5,000	0	5,000	1
1,648	220,000	1	2	1	44	0	0	0	0	0	0	217,743	180,357	183,453	176,900	118,965	172,907	7,000	8,000	8,000	6,000	60,000	7,000	0
1,649	240,000	2	3	1	39	-2	-2	-2	-2	-2	-2	0	1,234	0	0	620	0	1,234	0	0	620	0	0	0
1,650	50,000	1	1	1	40	0	0	0	0	0	0	42,549	36,110	9,715	8,965	6,652	7,385	2,200	2,000	1,000	500	1,000	400	0
1,651	500,000	2	1	1	45	-1	-1	-1	-1	-1	-1	36,954	-24,704	22,999	18,339	-3,876	15,586	0	83,000	0	0	20,000	18,000	0
1,652	170,000	1	1	2	26	-1	-1	-1	-1	-1	-1	23,594	1,512	1,362	1,591	3,524	8,545	1,512	1,362	1,591	3,524	8,545	1,485	0
1,653	30,000	1	1	1	34	-1	-1	-1	-2	-2	-2	220	2,500	0	0	0	0	2,500	0	0	0	0	0	0
1,654	300,000	1	1	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,655	50,000	1	2	2	30	0	0	0	0	0	0	50,507	48,751	44,688	19,823	13,645	10,876	4,000	2,220	1,000	1,500	1,000	1,500	0
1,656	100,000	2	3	1	31	-1	-1	-1	-2	-2	-2	16,033	1,716	1,200	0	0	1,300	1,716	1,200	0	0	1,300	6,455	0
1,657	150,000	2	1	2	29	0	0	2	0	0	0	108,817	83,654	79,713	64,468	66,488	58,131	7,500	0	4,000	4,000	4,000	3,500	1
1,658	50,000	1	1	2	28	0	0	0	0	0	0	46,176	40,870	41,590	42,419	43,307	44,167	2,000	1,700	1,519	1,572	1,580	1,637	0
1,659	190,000	2	2	2	31	-1	-1	-1	-1	-2	-1	771	0	4,251	0	0	6,732	0	4,251	0	0	6,732	11,306	0
1,660	20,000	2	3	2	22	0	0	0	0	-1	-1	14,562	5,991	6,870	0	2,734	0	1,121	1,000	0	1,367	0	0	0
1,661	50,000	2	3	1	55	1	2	2	2	0	0	49,003	49,067	50,498	47,579	47,567	48,155	2,005	3,900	0	2,000	1,900	1,900	0
1,662	30,000	2	2	1	39	-1	-1	-1	-1	-1	-1	223	223	223	223	223	675	223	223	223	223	675	10,473	1
1,663	90,000	2	1	2	27	-2	-2	2	2	-2	-2	1,179	6,346	4,607	-6	-2,153	-4,306	7,020	2,980	3,000	0	0	0	0
1,664	500,000	2	1	2	36	-2	-2	-2	-2	-2	-2	-312	-2,479	2,479	2,479	763	288	0	4,958	0	763	0	14,472	1
1,665	280,000	1	1	1	40	-1	-1	-1	-1	-1	-1	5,310	2,196	2,928	9,564	22,017	5,220	2,196	2,928	9,564	22,017	5,220	1,964	0
1,666	30,000	1	2	1	31	0	0	0	-1	-1	-2	13,265	7,206	0	2,320	0	0	1,632	780	2,320	0	0	0	0
1,667	90,000	2	2	1	36	2	2	2	2	2	2	49,295	50,206	50,781	51,840	52,607	53,784	2,000	1,700	2,200	1,750	2,200	2,000	0
1,668	200,000	1	2	1	42	1	2	0	0	2	2	38,187	35,827	19,208	20,023	19,572	19,652	44	1,303	1,522	0	1,099	1,339	1
1,669	100,000	1	2	2	30	-2	-2	-2	-2	-2	-2	914	1,170	0	0	1,756	0	1,475	0	0	1,756	0	0	0
1,670	20,000	1	3	2	40	0	0	2	3	2	2	12,649	15,526	16,383	15,831	15,438	17,371	3,103	1,408	0	0	2,346	0	0
1,671	50,000	1	2	1	51	0	0	0	0	0	0	49,613	49,326	47,010	20,661	14,528	15,544	3,036	6,000	1,000	2,000	2,500	3,000	0
1,672	50,000	2	2	3	51	0	-1	0	0	0	-2	10,571	2,477	3,234	2,904	0	0	2,477	2,904	0	0	0	0	0
1,673	290,000	1	3	2	32	-1	-1	-1	-1	-1	0	1,520	1,200	0	1,000	28,661	8,976	1,200	0	1,000	9,948	8,974	175,000	0
1,674	220,000	2	1	2	36	-2	-2	-2	-2	-2	-2	0	420	0	584	790	0	420	0	584	790	0	1,309	0
1,675	440,000	1	1	1	37	-1	-1	-1	-1	-1	-1	4,330	8,369	16,786	396	600	3,596	8,369	16,786	396	600	3,596	4,095	0
1,676	50,000	1	2	2	49	0	0	0	0	0	0	90,231	90,647	92,309	93,880	99,418	101,392	2,852	2,784	2,603	10,000	3,164	2,868	1
1,677	300,000	1	1	2	31	-1	-1	-1	-1	-1	-1	40,779	5,401	2,444	578	390	1,424	5,401	2,444	578	390	1,424	390	0
1,678	290,000	2	1	1	50	0	0	0	0	0	0	165,563	128,747	120,469	78,892	81,561	83,687	7,000	10,009	5,000	5,000	5,000	10,000	0
1,679	390,000	1	2	1	40	1	2	0	0	0	0	424,244	395,060	258,372	261,498	213,003	102,423	587	9,500	30,140	4,235	1,998	25,226	0
1,680	50,000	2	2	2	24	0	0	0	0	0	0	29,186	29,792	26,660	27,416	27,836	28,473	1,500	1,500	1,200	1,010	1,100	980	0
1,681	220,000	2	2	2	31	-1	-1	-2	-1	-1	-2	38,746	0	0	110,699	0	0	0	0	110,699	0	0	0	1
1,682	150,000	2	2	2	29	0	0	-1	0	0	0	3,559	4,724	2,629	2,584	1,371	0	1,222	2,634	1,008	506	0	0	0
1,683	50,000	1	1	2	24	0	0	0	0	0	0	50,963	49,720	50,839	93,436	46,733	50,925	1,844	1,963	2,635	1,750	5,000	2,160	0
1,684	200,000	1	1	1	44	-1	-1	-2	-2	-2	-2	667	0	0	0	0	0	0	0	0	0	0	0	0
1,685	120,000	2	2	2	30	0	0	0	0	0	0	16,812	17,571	18,013	18,197	9,032	11,951	1,358	1,126	636	650	4,000	1,800	0
1,686	230,000	2	1	1	61	-2	-2	-2	-2	-2	-2	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	0
1,687	180,000	2	2	1	28	0	0	0	0	0	0	133,868	125,613	86,893	89,014	91,946	93,237	5,300	4,000	4,000	10,000	3,200	3,100	0
1,688	20,000	1	1	2	22	0	0	0	0	0	0	23,538	22,780	23,623	19,600	20,100	0	3,000	1,400	2,500	500	0	0	0
1,689	20,000	1	2	2	23	0	0	2	0	0	0	18,804	17,855	17,199	17,548	17,992	31,150	2,150	1,000	504	600	4,000	4,000	0
1,690	50,000	1	3	1	46	-1	2	2	-2	-2	-2	13,473	12,800	0	0	0	0	0	0	0	0	0	0	1
1,691	290,000	2	1	2	24	-2	-2	-1	-1	-1	0	14,931	15,090	19,239	4,940	93,332	96,112	15,090	19,239	4,975	96,151	5,500	4,000	0
1,692	290,000	2	2	2	54	-2	-2	-2	-2	-2	-2	-68	-68	-68	675	-6	2,168	0	0	743	0	2,174	972	0
1,693	150,000	2	1	2	27	-2	-2	-2	-2	-2	-2	0	610	610	0	610	0	610	610	0	610	0	0	0
1,694	190,000	2	2	2	53	0	0	0	0	0	0	173,058	133,198	131,891	133,516	135,008	136,486	6,300	5,000	5,000	5,000	5,100	5,000	0
1,695	80,000	2	2	2	25	0	0	0	0	0	0	81,003	85,894	87,061	89,008	93,523	80,288	8,213	3,491	3,508	19,523	3,288	1,570	1
1,696	250,000	1	3	1	47	-1	-1	-1	-1	-1	-1	1,170	1,863	3,100	2,560	2,580	3,699	1,863	3,112	2,950	2,580	3,699	0	0
1,697	20,000	1	2	1	35	1	2	2	0	0	0	19,755	19,661	20,018	20,427	19,377	19,386	1,000	1,000	1,000	1,500	900	1,000	1
1,698	180,000	2	3	1	45	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	396	0
1,699	80,000	1	1	2	25	-1	-1	-1	-1	-1	2	2,109	1,257	466	628	2,395	930	1,257	466	628	2,395	0	601	0
1,700	300,000	1	1	2	31	-1	-1	-1	-1	0	-1	2,166	2,894	8,903	12,445	24,650	8,339	2,918	8,974	12,457	15,113	8,369	3,832	0

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