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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
27,801	100,000	2	2	2	26	2	2	2	2	2	2	30,067	36,705	35,847	37,939	38,619	37,868	7,500	0	3,500	1,600	0	1,600	1
27,802	100,000	2	1	1	28	1	2	-1	-1	0	0	11,059	10,105	388	90,907	91,550	92,907	0	388	90,907	3,413	3,359	4,824	0
27,803	290,000	2	1	2	26	-1	0	0	-1	0	0	55,758	7,970	7,106	8,901	16,813	15,723	5,029	5,035	8,925	11,030	5,077	3,425	0
27,804	180,000	2	1	2	26	-1	-1	-2	-2	-2	-2	3,000	0	0	0	0	0	0	0	0	0	0	0	0
27,805	300,000	2	2	1	25	1	2	0	0	0	0	237,155	231,932	238,917	230,083	13,862	8,210	102	11,672	9,700	1,053	2,010	13	1
27,806	80,000	2	2	2	25	0	0	0	0	0	0	34,984	37,853	36,230	37,235	38,575	39,590	3,015	1,155	1,940	1,500	1,174	1,300	0
27,807	90,000	2	2	1	25	0	0	0	0	0	0	58,502	57,846	50,663	45,515	42,599	38,559	3,043	2,018	2,033	2,016	2,010	2,010	0
27,808	500,000	2	2	2	29	0	0	0	0	0	0	433,792	396,009	335,873	320,755	316,650	318,228	13,678	12,021	11,428	10,871	11,736	10,699	1
27,809	40,000	2	1	2	25	-1	-1	-1	-1	-1	-1	20,216	8,851	17,940	31,308	12,009	32,846	8,851	18,220	31,319	12,009	33,482	13,785	0
27,810	170,000	2	3	2	26	2	2	2	0	0	0	63,977	63,630	51,986	90,196	50,464	48,282	2,550	0	3,500	3,000	2,001	3,000	0
27,811	30,000	2	2	2	25	0	0	0	0	0	0	14,045	15,363	16,108	17,888	16,505	16,511	1,555	1,300	4,894	1,000	800	2,200	0
27,812	120,000	2	2	2	23	-2	-2	-2	-2	-2	-2	436	1,476	475	804	245	100	1,480	478	804	245	144	0	0
27,813	100,000	2	2	2	28	0	-1	2	2	-1	-1	1,506	89	89	0	356	16,213	89	0	0	356	16,213	0	1
27,814	50,000	2	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,815	360,000	2	2	1	26	-1	-1	-1	-1	0	-1	4,183	6,469	465	4,251	1,668	2,284	6,501	467	5,452	41	2,286	3,656	0
27,816	220,000	2	1	2	26	0	0	0	0	0	0	29,452	33,967	41,422	44,738	51,479	56,653	5,000	8,000	4,000	7,500	6,000	4,494	0
27,817	110,000	2	2	2	25	-2	-2	-2	-2	-2	-2	-2,628	-5,118	31,503	-2,880	-5,000	0	165	36,621	1,496	10,000	5,000	0	0
27,818	110,000	2	1	2	26	0	0	0	0	0	0	113,284	110,062	100,659	93,909	78,589	52,644	5,200	4,628	4,878	3,000	2,055	1,908	0
27,819	310,000	2	2	2	26	0	0	0	0	0	0	219,155	223,308	225,574	224,001	230,902	105,844	10,000	10,000	6,000	10,000	39,000	4,000	0
27,820	50,000	2	2	2	27	-1	-1	-1	-1	-1	-1	45,750	1,655	8,425	10,408	53,327	318	1,655	8,425	10,424	53,327	318	3,770	0
27,821	50,000	2	1	2	26	1	-2	-2	-2	-2	-2	-18	-18	-18	-18	-18	-18	0	0	0	0	0	0	0
27,822	200,000	2	1	2	26	0	0	0	0	0	0	29,339	21,624	22,409	11,671	5,493	3,288	2,000	1,770	2,003	900	1,800	1,569	0
27,823	120,000	2	2	1	27	0	0	-1	-1	-2	-2	50,620	15,000	100	0	0	0	1,000	100	0	0	0	0	0
27,824	80,000	2	2	1	27	1	2	0	0	0	0	81,841	79,062	74,722	40,151	28,424	29,059	15	2,876	2,052	625	693	84	1
27,825	320,000	2	2	2	27	0	0	0	0	0	0	228,129	324,028	295,760	151,783	125,860	137,856	100,741	15,993	57,149	5,136	40,275	10,013	0
27,826	210,000	2	1	2	27	-1	-1	-1	-1	-1	-2	4,426	0	1,349	10,368	0	0	0	1,349	10,368	0	0	0	0
27,827	90,000	2	2	2	26	2	2	2	2	0	0	88,103	90,951	92,226	89,817	87,296	89,130	8,300	3,600	0	3,300	3,400	4,000	1
27,828	170,000	2	1	2	26	0	0	0	0	0	0	172,523	164,962	169,636	152,603	114,885	105,735	8,000	9,000	5,800	3,505	3,500	3,300	0
27,829	310,000	2	2	2	25	-2	-2	-2	-2	-2	-2	2,548	10,304	12,497	8,568	1,787	498	10,317	12,497	8,580	1,787	498	3,019	0
27,830	360,000	2	2	2	26	2	0	-1	0	-1	-1	2,143	3,060	3,548	3,408	5,995	10,136	1,000	3,548	1,000	5,995	10,136	5,882	0
27,831	200,000	2	1	2	26	-2	-2	-2	-2	-2	-2	2,364	442	33,442	2,140	964	2,075	442	33,448	2,140	964	2,075	7,511	0
27,832	500,000	2	3	2	26	0	0	0	0	0	0	16,162	18,581	19,321	21,986	22,440	25,070	3,000	1,335	3,000	811	3,000	3,500	0
27,833	300,000	2	2	2	26	0	0	0	0	0	0	212,323	216,844	220,004	18,715	18,675	18,693	8,420	7,117	1,285	702	810	542	0
27,834	130,000	2	2	2	26	1	2	0	0	0	0	99,290	96,811	99,330	94,501	91,503	91,064	0	5,000	3,358	3,500	6,000	3,500	1
27,835	260,000	2	1	2	26	0	0	0	0	0	0	144,112	144,619	142,380	141,746	112,938	110,346	5,033	5,046	4,573	4,000	3,800	4,000	0
27,836	100,000	2	3	2	27	0	0	0	0	0	0	89,312	141,034	61,119	58,535	54,224	51,204	3,000	2,208	2,700	2,000	1,844	1,709	0
27,837	70,000	2	2	2	26	0	0	0	0	0	0	65,229	66,348	67,292	67,091	49,303	49,350	3,000	3,100	2,400	2,000	2,000	2,000	0
27,838	100,000	2	2	1	26	0	0	0	2	0	0	95,087	87,380	87,083	82,653	72,867	74,140	3,965	7,138	0	2,448	2,674	2,672	1
27,839	80,000	2	1	2	26	0	-1	-1	2	2	2	1,238	376	2,281	1,356	355	-520	376	2,281	0	0	0	35,893	0
27,840	100,000	2	1	2	25	2	0	0	2	0	0	97,570	87,923	91,078	86,433	65,149	64,810	4,100	5,514	2,500	3,000	4,000	3,000	1
27,841	70,000	2	1	2	24	0	0	0	2	2	2	47,220	48,432	52,650	53,099	51,648	55,409	2,000	5,000	1,900	0	4,600	0	0
27,842	170,000	2	1	2	27	2	2	2	0	0	0	169,057	170,609	164,777	166,227	166,199	169,533	7,500	0	7,400	5,978	6,251	5,872	0
27,843	30,000	2	1	2	26	-1	2	2	2	0	0	9,600	8,805	10,534	8,240	7,027	7,034	0	2,399	0	388	260	478	0
27,844	20,000	2	3	2	26	1	2	0	0	0	0	18,025	17,443	18,117	17,040	17,763	17,666	0	1,277	1,300	1,000	799	2,000	0
27,845	180,000	2	1	2	26	-1	-1	-1	-1	-1	-1	17,517	27,856	16,285	9,632	15,025	53,941	28,000	16,370	9,676	15,098	54,207	87,358	0
27,846	30,000	2	2	1	27	2	0	0	2	2	2	20,581	21,632	24,267	24,572	24,872	25,427	1,700	3,300	1,000	1,000	1,100	1,000	1
27,847	80,000	2	1	2	27	0	0	0	0	0	0	82,150	80,163	81,296	81,624	81,614	78,268	3,463	3,600	3,624	3,200	3,100	6,200	0
27,848	60,000	2	2	2	27	0	0	0	2	2	2	27,921	29,954	33,166	33,528	32,690	34,661	2,500	3,700	1,200	0	2,500	2,500	0
27,849	150,000	2	1	2	26	0	0	0	0	0	0	151,812	145,411	132,560	121,003	69,091	55,543	7,005	6,612	4,540	2,426	1,854	2,424	0
27,850	50,000	2	3	2	23	2	0	0	0	0	0	46,913	47,486	47,963	33,499	19,227	19,334	1,938	1,703	1,304	680	696	717	0
27,851	360,000	2	1	1	27	1	-2	-1	-1	0	0	0	0	9,000	3,002	3,063	3,063	0	9,000	3,002	61	0	0	0
27,852	70,000	2	3	1	26	2	0	0	0	0	0	71,832	71,147	72,227	71,078	50,777	50,841	3,275	3,800	3,200	1,950	2,000	1,828	0
27,853	50,000	2	1	2	27	2	0	0	0	2	0	48,064	47,691	49,140	49,423	48,377	48,158	3,000	2,525	3,900	0	2,000	4,500	1
27,854	90,000	2	1	2	28	1	2	0	0	0	2	52,061	50,472	46,226	40,920	29,863	19,674	79	5,000	10,009	10,000	0	7,000	1
27,855	60,000	2	3	2	27	0	0	0	0	0	0	39,325	40,668	42,009	43,804	44,473	45,752	2,000	2,000	2,500	1,700	2,000	1,700	0
27,856	360,000	2	1	2	27	-2	-2	-2	-2	-2	-2	2,434	3,881	2,394	2,441	2,441	2,441	3,900	2,406	2,453	2,453	2,453	2,453	0
27,857	70,000	2	2	2	22	0	0	0	0	0	0	66,748	52,642	40,934	34,685	30,166	29,299	2,049	1,700	1,446	1,000	1,044	1,176	0
27,858	20,000	2	2	2	23	3	2	2	2	2	2	12,508	12,015	14,459	14,498	14,029	15,179	0	2,955	597	0	1,473	0	1
27,859	110,000	2	2	1	25	2	0	0	0	0	0	30,079	29,349	27,630	22,017	20,517	18,534	1,494	1,402	1,534	800	700	616	1
27,860	30,000	2	2	2	25	0	0	0	0	-2	-2	15,767	16,083	6,115	0	0	0	1,488	1,000	0	0	0	0	0
27,861	90,000	2	3	2	25	0	0	0	-2	-2	-2	74,814	71,859	0	0	0	0	5,000	0	0	0	0	0	0
27,862	210,000	2	2	1	25	0	0	0	0	0	0	142,848	94,018	96,926	100,399	101,472	103,834	5,000	4,415	6,000	3,635	4,000	5,000	0
27,863	270,000	2	1	2	27	0	0	0	0	0	0	196,192	200,750	204,418	197,854	173,743	149,095	9,000	9,500	8,929	7,265	5,400	5,300	0
27,864	60,000	2	1	2	27	2	-1	-1	-1	-1	-1	322	530	8,004	692	0	191	563	8,004	692	0	191	0	0
27,865	280,000	2	2	2	24	-1	-1	-1	-1	-1	0	316	316	3,861	316	10,800	9,099	316	3,861	316	10,800	382	5,000	0
27,866	50,000	2	3	2	25	0	0	0	0	-2	-2	8,298	5,841	3,750	0	0	0	1,250	1,000	0	0	0	40,277	0
27,867	70,000	2	1	1	25	0	0	0	0	0	-1	69,334	66,987	58,055	44,593	-1,380	48,757	3,000	2,213	1,565	0	50,137	1,800	0
27,868	140,000	2	2	2	26	-1	-1	-1	-1	0	0	10,066	6,465	13,524	94,419	93,295	94,599	6,483	13,566	94,422	3,100	3,600	3,621	0
27,869	30,000	2	3	2	26	0	0	0	0	0	-1	27,818	27,594	29,717	28,812	28,762	10,404	3,000	2,595	1,200	1,020	10,404	51,000	1
27,870	70,000	2	1	2	26	0	0	0	0	0	0	69,754	71,377	71,225	64,644	68,427	69,893	2,791	2,939	2,364	4,876	2,557	3,599	0
27,871	140,000	2	1	2	27	-2	-2	-2	-2	-2	-2	0	0	3,544	0	0	0	0	3,544	0	0	0	0	0
27,872	300,000	2	4	2	30	-1	-1	-1	-1	0	-1	10,915	3,469	2,316	58,284	6,877	5,970	3,480	3,016	58,438	20	5,987	2,795	0
27,873	80,000	2	2	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	3,100	0	0	0	0	0
27,874	340,000	2	2	2	27	0	0	0	0	-1	0	59,322	70,886	81,480	13,580	22,474	70,590	20,063	20,385	6,157	22,533	60,052	30,059	0
27,875	310,000	2	1	2	27	0	0	0	0	0	0	134,525	115,126	105,687	102,306	93,929	87,681	6,200	5,222	5,197	4,000	5,000	3,980	0
27,876	110,000	2	2	2	27	1	2	0	0	0	0	59,580	54,255	55,474	45,467	46,285	47,334	0	2,230	2,100	2,010	2,150	1,200	1
27,877	130,000	2	1	2	27	0	0	0	0	0	0	68,251	66,221	67,061	64,154	15,903	16,493	3,000	2,500	2,000	1,500	1,000	1,000	0
27,878	280,000	2	2	2	29	-2	-2	-2	-2	-2	-2	190,601	4,987	651	3,126	3,707	11,225	4,987	651	3,126	3,707	11,225	10,482	0
27,879	100,000	2	1	2	29	1	2	2	2	0	-1	6,266	2,366	7,042	780	390	390	0	5,000	0	0	390	1,320	0
27,880	150,000	2	1	2	29	0	0	0	0	0	0	94,062	65,825	64,041	60,948	51,510	46,917	3,183	3,023	2,549	2,000	2,000	2,000	0
27,881	130,000	2	3	1	26	0	0	2	2	2	0	121,329	128,791	127,881	133,130	127,159	131,069	11,000	2,600	9,000	0	6,000	5,000	0
27,882	250,000	2	1	1	27	0	0	0	0	0	0	85,238	87,797	75,436	58,695	41,211	34,987	20,004	2,893	2,201	1,215	10,040	10,041	0
27,883	200,000	2	1	2	28	0	0	0	0	0	0	7,484	8,273	13,249	22,319	17,279	9,853	2,000	13,000	10,000	5,000	5,000	4,000	0
27,884	110,000	2	2	2	28	2	2	2	0	0	0	105,014	104,574	94,521	88,833	82,585	75,992	9,000	10	3,917	2,730	2,770	2,800	0
27,885	160,000	2	2	3	27	0	0	-1	0	0	0	11,442	7,257	15,770	27,024	14,490	8,190	1,000	15,793	11,000	6,000	1,000	10,312	0
27,886	80,000	2	3	1	27	0	0	0	0	0	0	24,003	21,887	14,799	6,402	4,950	4,661	3,028	1,241	3,010	2,025	3,500	26,028	1
27,887	220,000	2	1	2	27	0	0	0	-1	-1	-1	66,620	56,611	37,504	9,499	3,679	13,232	16,008	12,000	15,030	10,000	15,000	5,000	0
27,888	20,000	2	2	2	27	0	0	0	2	0	0	16,679	14,921	9,470	9,640	6,110	5,775	1,554	2,360	500	1,000	3,200	2,000	0
27,889	160,000	2	2	2	26	1	2	2	2	-1	-1	5,654	796	398	0	398	0	398	0	0	398	0	0	0
27,890	170,000	2	1	2	26	-1	-1	-1	-1	-1	-1	3,732	3,732	3,732	3,732	4,239	3,910	3,732	3,732	3,732	4,239	3,910	4,146	0
27,891	360,000	2	2	2	26	0	0	0	0	0	0	17,084	17,896	67,507	68,884	70,406	71,769	1,400	50,000	2,502	2,669	2,650	2,800	0
27,892	50,000	2	2	1	26	0	0	0	0	0	-1	49,378	49,744	40,859	20,706	-1,166	19,133	2,500	1,500	1,206	0	20,689	697	0
27,893	100,000	2	1	2	27	0	0	0	0	0	0	43,599	45,865	54,424	56,032	59,475	47,491	3,000	10,000	2,647	5,000	2,000	4,000	0
27,894	150,000	2	1	2	29	0	0	0	0	0	0	146,465	147,331	146,999	146,277	147,946	145,846	7,000	6,740	6,850	5,664	5,660	5,480	0
27,895	150,000	2	2	1	29	0	-1	0	0	0	0	8,139	151,691	143,248	109,930	80,987	80,938	151,691	6,502	4,333	2,810	3,100	3,187	0
27,896	100,000	2	1	2	29	0	0	0	0	0	0	167,410	85,536	77,303	60,178	56,436	51,773	70,001	3,769	2,008	1,950	2,001	18,000	0
27,897	200,000	2	1	2	29	-1	-1	-1	-1	0	0	5,967	1,892	26,995	7,601	6,481	1,610	1,897	26,995	7,606	380	0	0	0
27,898	300,000	2	3	2	27	0	0	0	0	0	0	17,376	17,538	16,425	11,976	3,012	0	1,294	11,236	1,032	9	0	0	0
27,899	130,000	2	3	2	28	1	-1	-1	-1	-1	-1	0	14,051	0	1,358	1,039	164	14,051	0	1,358	1,039	164	167	0
27,900	150,000	2	2	1	28	0	0	0	0	0	0	97,069	100,743	103,528	105,623	106,583	108,909	5,300	5,300	5,300	4,200	4,200	4,200	0

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