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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
23,301	340,000	2	2	1	33	-2	-1	0	-1	0	0	1,632	3,121	44,092	31,292	17,391	21,678	2,027	39,774	43,325	5,000	10,000	10,079	0
23,302	90,000	2	2	2	35	2	2	2	2	2	2	89,282	91,247	68,552	67,324	39,573	28,610	6,201	0	25,000	0	2,235	0	0
23,303	300,000	2	2	1	42	0	0	0	0	0	0	281,000	291,482	297,425	296,884	241,037	247,383	15,000	12,039	13,000	9,000	10,059	10,000	0
23,304	50,000	2	2	2	25	0	0	0	0	0	0	37,034	37,698	37,252	38,254	38,445	39,273	1,586	1,624	1,626	1,377	1,448	1,399	0
23,305	50,000	2	2	1	37	0	0	0	0	0	0	48,890	49,083	48,102	91,452	9,551	9,746	1,787	2,247	1,900	382	195	199	0
23,306	100,000	2	2	1	42	-2	-2	-2	-2	-2	-2	0	0	3,168	0	0	550	0	3,168	0	0	550	0	0
23,307	20,000	2	3	2	40	3	3	2	0	0	0	18,244	17,670	17,105	18,335	10,415	8,526	0	0	2,001	3,000	3,000	3,000	0
23,308	160,000	2	1	2	30	0	0	0	0	0	0	86,454	61,510	62,921	64,274	66,198	68,126	3,000	3,000	3,000	3,000	3,000	3,000	1
23,309	390,000	2	2	1	32	-1	-1	-1	-1	-1	0	2,075	0	682	10,943	9,942	11,168	0	682	11,130	9,942	6,600	1,000	0
23,310	30,000	2	3	1	39	-1	2	-1	-1	-2	-2	1,937	640	1,751	0	0	0	0	1,751	0	0	0	0	1
23,311	20,000	2	2	1	46	1	2	0	0	-2	-2	3,098	2,901	3,800	0	0	0	0	1,000	0	0	0	0	1
23,312	210,000	2	2	2	31	0	0	0	0	0	0	168,161	133,113	130,769	95,962	49,839	46,824	5,000	5,032	3,783	2,021	3,000	0	0
23,313	300,000	2	4	1	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,314	220,000	2	1	2	31	-1	-1	-2	-2	-2	-1	232	0	0	0	0	500	0	0	0	0	500	0	0
23,315	270,000	2	1	2	33	0	0	0	0	0	0	68,589	58,751	53,401	51,401	36,177	29,209	6,000	2,028	5,010	5,000	5,000	3,000	0
23,316	90,000	2	2	1	40	2	2	2	2	2	0	4,918	4,694	6,547	7,481	7,212	7,595	0	2,100	1,200	0	500	1,000	1
23,317	360,000	2	2	2	27	0	0	0	0	0	0	214,711	179,651	139,310	143,215	168,839	171,153	10,440	13,360	6,123	28,002	6,116	10,056	0
23,318	300,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,319	310,000	2	2	2	31	0	0	0	0	0	0	313,956	314,859	307,371	299,501	217,763	217,659	11,000	12,500	11,000	6,600	7,000	7,493	1
23,320	130,000	2	2	2	31	0	0	0	0	0	0	95,292	97,544	99,208	102,946	103,750	105,818	4,600	4,000	5,300	3,700	3,600	3,700	0
23,321	80,000	2	1	1	29	-1	-1	-1	-1	0	-1	2,175	358	1,872	746	746	4,424	358	1,872	746	0	4,424	0	0
23,322	280,000	2	2	1	34	-2	-2	-2	-2	-2	-2	6,398	8,321	12,798	3,581	10,310	11,717	8,331	12,805	3,587	10,361	11,734	8,800	0
23,323	80,000	2	3	2	44	0	0	0	2	0	0	45,412	32,091	36,633	35,749	36,353	37,115	1,900	5,400	0	1,500	1,500	1,600	1
23,324	130,000	2	3	2	39	1	2	2	2	0	-1	4,867	3,189	4,634	2,946	1,473	780	0	2,946	0	0	780	0	0
23,325	270,000	2	1	1	42	-1	-1	-1	0	0	0	1,870	0	8,091	8,350	8,350	0	0	8,091	1,000	0	0	0	0
23,326	20,000	2	2	1	41	-1	-1	-1	-1	0	0	958	1,546	1,156	9,646	6,510	2,514	1,546	1,156	9,646	130	50	0	0
23,327	260,000	2	1	1	36	0	0	0	0	0	-1	122,825	88,273	91,908	90,857	-81,334	142,645	5,000	6,000	5,020	81,569	331,788	10,002	0
23,328	170,000	2	2	2	47	0	0	0	0	0	0	62,927	36,885	34,289	31,518	31,338	31,838	1,566	1,606	1,325	1,015	10,000	1,111	0
23,329	160,000	2	1	2	35	-1	-1	-1	-1	-1	-1	19,082	2,815	27,380	10,028	2,824	9,940	2,815	27,380	10,050	3,000	9,940	12,498	0
23,330	240,000	2	1	2	35	-2	-2	-2	-2	-2	-2	5,757	2,904	24,671	2,249	4,505	11,859	3,242	24,685	3,535	4,505	11,859	12,000	0
23,331	170,000	2	2	2	36	-2	-2	-2	-2	-2	-2	2,848	1,941	0	0	0	0	1,941	0	0	0	0	0	0
23,332	500,000	2	2	1	40	0	0	0	0	0	0	215,508	214,460	220,047	217,920	159,393	149,626	10,004	10,025	10,294	6,046	5,076	5,000	0
23,333	260,000	2	1	1	38	-2	-2	-1	-1	-2	-2	629	622	3,074	0	688	2,605	625	3,084	691	0	2,613	378	1
23,334	150,000	2	1	2	36	0	0	0	0	0	0	43,544	47,751	49,096	49,848	52,007	54,161	5,000	5,000	3,000	3,000	3,000	3,500	0
23,335	500,000	2	1	1	36	-2	-2	-2	-2	-2	-2	8,561	682	15,714	5,390	43,386	0	1,364	15,714	5,390	43,386	0	0	1
23,336	320,000	2	2	2	34	0	0	-1	-1	-1	-1	1,800	0	312	311	311	8,571	0	312	311	311	8,571	4,204	0
23,337	90,000	2	2	1	34	0	0	0	0	0	0	18,358	14,764	8,374	29,525	28,333	27,879	1,300	1,300	22,000	1,000	1,012	1,400	0
23,338	300,000	2	2	2	43	-2	-2	-2	-2	-2	-2	2,936	1,669	743	3,040	1,927	14,713	1,676	743	3,047	1,927	14,713	159	0
23,339	200,000	2	2	2	36	1	2	2	2	2	2	73,459	76,308	78,669	75,995	79,781	81,533	4,500	4,000	0	5,500	3,000	0	0
23,340	160,000	2	3	1	44	2	2	-2	-2	-2	-2	1,500	0	0	0	0	0	0	0	0	0	0	0	1
23,341	120,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,342	120,000	2	1	2	30	2	-1	-1	-1	-1	-1	416	416	416	416	0	832	416	416	416	0	832	416	1
23,343	90,000	2	2	2	30	1	2	0	0	0	2	88,093	85,730	54,727	55,506	58,529	57,157	0	1,984	2,004	4,251	0	2,083	1
23,344	170,000	2	2	1	31	-2	-2	-2	-2	-2	-2	6,015	7,810	2,760	3,474	7,680	7,860	7,820	26,058	3,474	7,680	7,860	9,333	1
23,345	170,000	2	1	2	33	0	0	0	2	0	0	144,031	147,135	158,528	138,030	139,444	148,093	5,500	14,000	0	5,200	11,100	0	0
23,346	500,000	2	1	1	33	-2	-2	-2	-2	-2	-2	10,486	32,539	10,644	7,780	19,099	4,281	32,648	11,000	7,823	19,215	4,281	8,190	0
23,347	240,000	2	1	2	33	0	0	0	0	0	0	239,278	237,018	238,641	230,758	196,830	201,112	9,582	9,963	8,013	6,658	7,059	6,609	0
23,348	230,000	2	2	1	30	0	-1	0	-1	0	0	4,942	2,554	1,249	2,959	7,079	1,880	2,554	1,000	2,959	5,000	1,000	0	0
23,349	210,000	2	2	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,350	400,000	2	1	1	33	-1	-1	-1	2	-1	-1	10,858	15,892	18,182	12,205	941	6,346	16,000	2,600	24	1,000	7,053	5,000	0
23,351	150,000	2	3	1	41	0	0	0	0	0	0	88,818	90,585	92,485	94,373	96,245	98,263	3,241	3,358	3,427	3,443	3,567	3,585	1
23,352	50,000	2	1	2	27	-1	-1	-2	-1	0	0	6,018	0	0	6,085	6,085	5,605	0	0	6,085	0	0	6,690	0
23,353	150,000	2	2	1	28	0	-1	-1	-1	-1	-1	12,780	850	850	430	840	430	850	850	430	840	430	860	1
23,354	230,000	2	2	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,355	470,000	2	1	1	28	0	0	0	0	0	0	178,262	177,644	171,997	165,014	158,839	148,035	6,100	6,000	7,100	5,100	5,200	4,900	0
23,356	30,000	2	2	2	28	3	2	2	5	5	4	1,200	1,200	1,200	1,200	1,200	600	0	0	0	0	0	0	1
23,357	100,000	2	3	1	29	1	-2	-2	-1	-1	-1	0	0	0	338	9,448	1,183	0	0	4,838	9,448	4,183	1,485	0
23,358	30,000	2	3	1	34	0	0	-1	2	-1	0	8,090	0	3,398	2,855	2,115	521	0	6,253	0	2,115	0	2,000	1
23,359	110,000	2	2	2	40	0	0	0	0	0	0	96,950	93,571	86,595	81,077	77,747	78,913	3,255	3,056	2,802	2,813	4,000	3,500	0
23,360	300,000	2	3	1	39	2	0	0	2	2	2	36,656	37,672	40,743	41,226	40,263	42,788	1,929	4,000	1,446	0	3,179	0	0
23,361	240,000	2	3	0	37	-1	-1	-1	-1	0	0	374	1,823	1,788	6,229	15,829	20,785	1,823	1,788	6,229	10,000	10,000	5,640	0
23,362	350,000	2	2	2	28	1	2	0	0	0	0	358,895	346,575	345,088	341,811	265,953	93,300	0	14,579	13,557	12,000	5,000	11,000	1
23,363	220,000	2	1	2	28	-2	-2	-2	-2	-2	-2	2,956	2,968	3,054	4,701	2,869	3,654	2,968	3,054	4,701	2,869	3,654	2,754	0
23,364	400,000	2	1	2	35	-2	-2	-2	-2	-2	-2	26,930	11,187	16,593	18,569	16,947	28,590	11,187	16,596	18,572	16,947	28,590	159,259	0
23,365	500,000	2	2	1	40	0	0	0	0	0	0	26,102	33,012	56,116	31,924	33,255	27,668	33,009	50,018	30,023	30,013	18,019	40,018	0
23,366	280,000	2	3	2	48	0	0	0	0	0	0	166,473	167,864	140,466	142,417	126,321	117,613	7,750	5,195	5,098	4,319	4,209	4,127	0
23,367	30,000	2	2	1	37	-2	-2	-2	-2	-2	-2	108	709	11,726	2,628	2,659	4,483	709	11,726	2,713	2,659	4,483	3,676	0
23,368	20,000	2	1	2	49	0	0	0	0	0	0	16,715	16,719	34,196	18,760	19,132	19,533	1,271	1,300	2,612	684	709	875	0
23,369	270,000	2	4	2	29	1	-1	-1	-1	-2	-1	-9	3,265	6,125	0	0	29,961	3,274	6,129	0	0	29,961	6,216	0
23,370	270,000	2	1	2	34	0	0	0	0	0	0	126,642	127,741	132,405	131,241	127,080	122,213	4,500	7,028	4,728	5,037	4,530	5,000	0
23,371	400,000	2	2	1	34	0	0	0	0	0	0	45,514	42,620	28,584	40,673	38,068	24,418	4,854	5,005	14,218	1,722	1,438	3,381	0
23,372	320,000	2	1	2	39	0	0	0	0	0	0	91,224	93,025	99,433	107,659	110,567	99,935	10,000	10,000	10,000	10,000	5,000	5,000	0
23,373	430,000	2	1	2	30	0	0	0	0	0	0	62,774	68,284	74,806	82,241	80,298	53,289	10,284	10,806	12,241	1,606	1,119	52,319	0
23,374	140,000	2	2	2	31	1	-2	-2	-1	-1	-1	0	0	0	76	76	76	0	0	76	0	0	0	1
23,375	70,000	2	2	1	31	0	-1	0	0	-1	0	9,319	3,652	5,284	5,950	5,296	5,713	3,652	2,284	3,000	5,296	2,000	2,625	0
23,376	110,000	2	2	2	31	0	0	0	0	0	0	7,398	2,009	1,651	1,823	1,208	0	1,500	1,177	1,000	550	0	790	0
23,377	30,000	2	5	1	31	0	0	0	0	0	0	28,731	27,927	27,601	26,921	15,525	0	1,656	1,545	1,300	825	0	0	0
23,378	550,000	2	2	1	32	2	0	0	0	0	0	548,551	546,741	535,509	548,020	530,672	155,083	21,094	22,863	167,622	14,000	4,300	158,064	1
23,379	310,000	2	1	1	47	-1	0	0	0	0	0	2,257	5,202	6,495	5,781	7,754	12,315	3,000	3,000	1,000	4,000	5,000	5,000	0
23,380	130,000	2	1	2	32	0	0	0	0	0	0	126,164	126,080	129,104	130,745	127,344	127,809	6,500	7,000	8,000	5,000	4,500	4,500	0
23,381	130,000	2	2	1	32	0	0	0	0	0	0	119,720	120,066	121,587	119,784	117,605	120,307	6,000	5,000	4,531	5,000	4,596	10,000	0
23,382	220,000	2	2	1	34	0	0	0	0	0	0	154,029	153,012	154,508	152,829	152,842	152,747	5,700	6,000	6,814	5,500	5,800	5,700	0
23,383	300,000	2	1	1	35	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,384	110,000	2	2	1	35	-1	-1	-1	0	0	-1	1,245	1,245	1,490	2,490	1,245	2,675	1,245	1,490	2,245	0	2,675	0	0
23,385	50,000	2	2	1	44	1	2	2	2	2	2	24,622	26,999	28,071	27,326	28,769	28,170	3,100	1,800	0	2,200	0	2,700	1
23,386	300,000	2	1	2	40	-1	3	2	2	2	2	5,130	4,903	4,679	6,596	6,344	9,067	0	0	2,000	0	3,000	0	1
23,387	200,000	2	2	1	36	-2	-2	-2	-2	-2	-2	3,131	207	3,578	0	0	0	207	3,599	0	0	0	3,832	0
23,388	360,000	2	3	2	38	-1	-1	-1	-1	0	0	6,904	-507	751	15,369	7,845	6,786	0	1,502	15,369	200	0	0	1
23,389	500,000	2	1	2	34	0	0	0	0	0	0	80,630	80,112	81,726	74,297	66,132	67,695	3,000	3,006	2,600	3,000	2,600	2,800	0
23,390	290,000	2	2	1	42	0	0	0	0	0	0	19,281	21,654	20,073	25,966	22,347	12,572	6,654	1,476	10,002	447	251	16,338	0
23,391	430,000	2	1	1	37	-2	-2	-2	-2	-2	-2	1,013	0	2,320	0	4,139	0	0	2,320	0	4,139	1,015	0	1
23,392	180,000	2	3	2	34	1	-2	-2	-2	-1	-1	3,700	4,696	3,763	-3	3,667	1,598	4,696	3,763	3	3,670	1,799	0	0
23,393	90,000	2	3	1	35	0	0	0	0	0	0	35,872	35,687	35,538	34,780	34,468	30,520	1,578	1,583	1,773	1,294	1,248	1,276	0
23,394	280,000	2	2	1	43	-2	-2	-2	-2	-2	-2	14,633	5,600	13,397	20,004	10,571	8,430	5,600	13,397	20,004	10,571	8,430	13,561	0
23,395	230,000	2	2	2	37	0	0	2	0	0	0	29,087	30,589	20,958	21,637	19,846	12,770	2,100	1,000	1,252	500	1,000	1,000	0
23,396	70,000	2	2	1	39	0	0	0	0	0	-2	54,801	52,714	18,596	9,760	0	0	5,336	1,268	1,052	0	0	0	0
23,397	110,000	2	2	1	38	-2	-2	-2	-2	-2	-2	4,976	2,532	3,102	1,979	690	1,042	2,532	3,102	1,979	690	1,042	8,420	0
23,398	70,000	2	3	1	32	0	0	0	0	0	0	70,122	69,080	68,530	69,753	70,111	70,212	2,431	3,112	3,000	2,438	2,500	2,554	0
23,399	180,000	2	2	1	32	-1	2	-1	-1	-1	-1	3,305	1,649	1,473	1,473	2,705	1,473	0	1,473	1,473	2,705	1,473	1,473	0
23,400	240,000	2	3	2	35	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1

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