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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
5,801	120,000	1	1	1	50	1	-2	-2	-1	0	-1	0	-2,008	-4,016	4,016	2,008	8,299	0	0	10,040	0	8,299	0	1
5,802	240,000	2	1	2	29	-1	0	0	0	0	0	30,380	15,579	20,496	15,296	24,332	23,896	10,023	10,000	5,000	15,000	15,000	5,000	0
5,803	20,000	1	1	2	26	0	-1	-1	-1	-1	-1	1,490	3,150	10,464	0	1,690	18,156	3,150	10,464	0	1,690	18,156	19,800	0
5,804	80,000	2	2	2	24	0	0	0	0	0	0	78,913	78,726	70,110	62,590	54,177	60,662	2,900	2,329	2,400	2,000	7,400	0	0
5,805	140,000	2	2	1	28	0	0	0	0	0	0	99,296	89,391	79,173	43,370	28,850	17,896	3,205	2,894	2,000	1,500	1,000	2,000	0
5,806	50,000	2	2	2	25	0	0	0	0	0	0	28,428	27,383	12,620	6,730	6,872	7,057	2,000	1,110	240	250	300	2,335	0
5,807	150,000	2	2	3	26	-2	-2	-2	-2	-2	-2	4,181	25,988	3,177	49,174	11,823	669	26,034	3,182	49,174	11,823	669	1,534	0
5,808	90,000	2	3	1	53	0	0	0	0	0	0	65,237	62,521	60,363	58,142	55,896	53,525	2,255	2,200	2,100	2,014	1,876	1,901	1
5,809	640,000	1	1	2	36	0	0	0	0	0	0	192,325	68,891	71,564	32,968	37,541	42,064	4,000	4,000	3,000	5,000	5,000	3,000	0
5,810	360,000	1	1	2	31	-1	-1	-1	-1	-1	-1	15,285	52,698	2,875	6,918	10,014	6,478	53,751	2,879	6,918	10,014	6,478	42,108	0
5,811	130,000	2	2	1	33	-1	-1	-1	-1	-1	-1	2,454	1,456	382	1,043	2,835	-184	1,500	382	2,000	3,000	0	2,000	0
5,812	210,000	2	1	1	34	0	0	0	0	0	0	201,324	207,222	209,189	106,090	108,300	87,404	10,646	8,601	3,601	3,719	3,300	3,400	0
5,813	190,000	1	1	2	36	2	2	2	2	2	2	107,689	109,678	110,887	111,871	114,223	116,577	5,200	4,500	4,300	4,300	4,400	4,500	1
5,814	150,000	2	1	1	44	-1	-1	-1	0	0	-1	1,365	0	839	693	0	3,975	0	839	0	0	3,975	0	0
5,815	10,000	1	3	2	25	-1	-1	-1	-1	-1	-1	3,161	390	390	390	0	1,280	390	390	390	0	1,280	6,380	0
5,816	30,000	2	1	1	24	-1	-1	-1	-1	-1	-1	9,280	2,643	3,415	2,250	2,486	844	2,643	3,415	2,250	2,486	844	0	1
5,817	200,000	1	1	1	67	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
5,818	140,000	2	1	2	25	3	2	0	0	0	0	21,593	14,021	10,084	89,223	58,280	44,593	0	2,000	83,000	3,000	32,000	2,000	1
5,819	170,000	2	2	2	30	0	0	2	0	0	0	121,009	136,552	132,655	134,140	115,892	116,653	19,078	0	5,000	5,000	4,500	4,500	0
5,820	20,000	2	2	2	24	2	2	2	2	-1	-1	6,270	8,284	8,000	0	186	3,314	2,284	0	0	186	3,314	3,515	1
5,821	80,000	2	2	1	45	0	0	-2	-2	-2	-2	82,150	0	0	0	0	0	0	0	0	0	0	0	0
5,822	110,000	1	2	1	49	0	0	0	0	0	0	51,803	52,888	54,570	55,368	56,623	57,196	1,921	2,563	2,300	2,300	1,704	700	0
5,823	150,000	2	1	2	28	0	0	0	0	0	-2	147,933	111,608	91,705	32,907	0	0	3,202	20,088	700	0	0	0	0
5,824	50,000	2	2	2	43	-1	0	0	0	0	0	26,342	27,457	27,381	17,930	18,128	18,490	1,547	1,251	1,200	600	627	759	0
5,825	50,000	2	3	1	70	2	2	0	0	0	0	54,084	51,564	50,733	30,363	30,444	30,482	0	2,504	1,200	1,500	1,100	1,301	0
5,826	50,000	1	3	1	50	2	0	0	0	0	0	48,607	49,540	49,583	19,695	20,004	19,904	2,100	1,500	1,000	1,000	1,000	700	0
5,827	10,000	2	2	2	22	0	0	0	0	0	0	2,274	3,297	4,730	5,649	7,304	8,252	1,067	1,500	1,000	1,751	1,073	2,041	1
5,828	280,000	2	1	2	38	-1	0	0	-1	0	-1	17,878	14,011	30,079	13,139	13,989	15,559	2,000	30,000	14,000	1,000	16,000	0	1
5,829	50,000	1	2	2	42	2	2	2	0	0	0	51,614	52,034	50,151	20,448	20,464	20,456	2,000	39	718	800	800	800	0
5,830	10,000	2	1	2	22	0	0	0	0	0	0	9,397	9,709	10,228	10,432	9,839	9,859	1,200	1,153	357	501	429	196	0
5,831	140,000	2	2	1	28	0	0	0	0	0	0	131,292	134,057	135,820	84,829	86,753	88,808	7,000	5,820	3,829	3,753	3,808	4,744	0
5,832	140,000	1	1	1	34	2	2	2	2	0	0	104,651	105,162	104,207	100,326	102,740	103,444	5,000	3,600	0	4,000	4,000	3,603	1
5,833	300,000	1	1	1	45	0	0	0	0	0	0	193,462	185,703	190,060	189,912	145,909	127,078	6,835	7,542	7,930	6,534	6,153	2,815	0
5,834	30,000	2	2	1	26	1	2	2	0	0	2	27,330	28,090	28,827	27,299	29,110	28,492	1,500	1,517	1,000	2,255	0	1,988	0
5,835	200,000	1	3	1	47	0	0	0	0	2	0	185,272	189,657	103,861	75,480	70,042	72,157	10,000	10,000	6,000	0	5,000	3,000	0
5,836	270,000	2	2	2	26	0	-1	0	0	-1	-1	33,224	52,425	69,048	68,206	17,510	26,175	52,425	27,595	10,343	18,083	26,279	17,013	1
5,837	90,000	2	2	3	36	0	0	0	0	0	0	91,458	91,049	70,101	28,942	27,508	28,250	3,137	5,094	1,106	1,001	1,201	1,074	0
5,838	10,000	1	2	2	26	2	2	7	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
5,839	50,000	2	3	2	22	2	2	0	0	0	0	22,719	18,408	19,330	19,561	19,815	18,574	0	1,573	804	675	738	1,000	0
5,840	80,000	2	1	2	25	-2	-2	-2	-2	-2	-2	0	0	988	0	0	0	0	988	0	0	0	0	0
5,841	110,000	2	2	2	26	0	0	0	0	0	0	65,800	67,251	70,065	72,017	77,943	79,694	2,510	4,000	3,000	7,000	3,100	1,377	0
5,842	370,000	1	1	2	30	0	-1	-1	0	0	0	6,592	3,563	184,429	180,508	178,220	72,656	4,000	192,718	5,000	5,000	3,000	2,000	0
5,843	50,000	1	2	2	23	-1	0	-1	-1	-1	-1	1,678	1,440	1,322	1,411	540	540	1,200	1,322	1,500	540	540	780	0
5,844	10,000	1	2	2	37	-1	-1	-1	0	-1	0	885	1,475	780	390	780	390	1,475	780	0	31,250	0	0	0
5,845	180,000	2	1	2	27	0	0	2	0	0	0	99,137	119,635	115,839	105,643	119,358	116,097	22,500	121	10,000	20,000	25,000	0	0
5,846	60,000	2	2	1	59	4	4	5	4	3	2	56,998	59,111	59,595	58,079	56,892	55,826	3,601	2,000	0	0	0	4,000	0
5,847	90,000	2	1	1	43	0	0	0	0	2	2	58,043	61,485	62,540	81,123	80,073	82,472	5,003	5,000	20,000	10	10,104	87	1
5,848	120,000	2	1	1	30	1	-2	-2	-2	-2	-1	0	0	0	0	0	150	0	0	0	0	150	200	0
5,849	110,000	1	1	2	30	0	0	0	0	0	0	110,800	112,008	96,347	49,506	49,142	49,251	4,404	2,826	1,880	1,805	2,182	2,000	0
5,850	280,000	2	3	1	61	0	0	0	0	0	0	162,734	146,990	149,201	152,377	155,764	148,302	7,000	6,000	5,500	5,800	5,200	6,000	0
5,851	200,000	1	1	2	28	0	-1	2	2	-1	-1	7,464	22,182	10,373	2,669	1,024	170,722	22,182	7	0	6,177	180,722	5,000	0
5,852	130,000	1	2	2	29	0	0	0	0	0	0	62,530	62,562	62,650	63,896	65,411	64,684	2,272	2,230	2,243	2,500	3,000	4,000	0
5,853	200,000	2	2	2	28	1	2	0	0	2	2	61,844	60,294	63,663	67,596	66,388	71,272	0	5,000	5,000	0	6,000	0	1
5,854	50,000	2	2	2	26	0	0	0	0	0	0	29,356	30,483	31,180	18,401	18,785	19,248	1,603	1,300	658	680	773	524	1
5,855	30,000	1	3	1	53	0	0	-2	-2	-2	-2	1,596	0	0	0	0	0	0	0	0	0	0	0	0
5,856	230,000	2	1	1	30	-1	-1	-1	-1	-1	-1	13,995	28,064	23,326	13,684	12,883	11,068	28,097	23,352	13,684	12,883	11,068	11,436	0
5,857	180,000	2	1	2	31	-1	-1	-1	-1	-1	-1	3,920	1,020	0	860	13,335	15,248	1,020	0	860	13,335	15,248	17,676	0
5,858	220,000	1	1	1	40	0	0	0	0	0	0	129,597	147,323	132,188	83,844	89,299	94,777	20,000	8,000	5,000	7,000	7,000	5,000	0
5,859	50,000	1	1	2	46	0	0	-2	-2	-2	-2	51,400	0	0	0	0	0	0	0	0	0	0	0	0
5,860	20,000	1	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,861	250,000	2	2	2	40	-1	-1	-1	-1	0	0	2,348	329	-1,404	3,596	8,596	8,941	329	5,000	5,000	5,000	4,000	3,000	0
5,862	50,000	1	3	2	41	0	0	0	0	-1	-1	47,384	48,814	49,771	19,375	71	19,661	2,194	2,151	755	71	19,837	792	0
5,863	180,000	2	2	2	26	0	0	0	0	0	0	10,874	9,324	7,738	6,369	6,109	7,603	2,000	2,000	2,000	3,109	5,000	5,520	0
5,864	320,000	1	2	2	44	-1	-1	-2	-2	-2	-2	36,831	28,785	13,104	2,621	9,075	6,564	28,791	13,227	2,621	9,075	6,564	12,767	0
5,865	10,000	2	3	1	41	-1	-1	2	0	-1	-1	780	780	780	390	390	780	1,473	0	0	390	780	0	1
5,866	320,000	2	1	2	31	-2	-2	-2	-2	-2	-1	1,345	5,458	9,572	3,826	737	3,865	5,458	9,579	3,826	737	3,865	300	0
5,867	250,000	1	2	2	30	0	0	0	0	0	0	170,559	173,347	177,321	177,580	170,956	158,503	6,523	7,992	6,475	6,050	6,197	6,000	0
5,868	30,000	1	2	2	24	1	2	2	3	2	0	20,985	20,393	20,399	19,945	19,645	11,229	0	2,403	0	0	2,000	0	0
5,869	260,000	1	2	2	31	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	652	326	326	326	326	144	0
5,870	130,000	2	2	1	37	0	0	0	0	0	0	122,944	121,530	107,783	84,353	169,121	87,863	6,013	5,312	3,100	3,123	6,293	3,273	0
5,871	180,000	2	1	1	30	0	0	0	0	0	2	149,069	152,317	156,282	161,163	172,190	148,963	7,500	8,000	9,000	14,000	0	5,500	1
5,872	270,000	2	1	2	27	0	0	0	0	0	0	200,750	204,418	197,854	173,743	149,095	145,068	9,500	8,929	7,265	5,400	5,300	5,100	0
5,873	80,000	2	3	2	30	0	0	0	-1	0	0	36,676	38,247	39,856	28,698	29,299	30,120	2,165	2,774	30,458	1,063	1,308	4,317	0
5,874	30,000	2	1	2	27	-1	0	0	0	0	-1	418	1,470	2,418	2,009	3,009	7,093	1,052	1,000	500	1,000	7,093	1,000	0
5,875	100,000	1	3	1	35	2	2	0	0	2	2	101,326	97,751	92,431	97,227	88,899	93,766	0	3,500	7,000	0	7,000	0	1
5,876	340,000	2	2	2	33	0	0	0	0	0	0	336,190	301,626	306,575	311,784	318,320	325,028	10,300	10,302	10,365	10,750	11,150	11,271	1
5,877	210,000	2	2	1	26	0	0	0	0	0	0	207,033	202,432	142,119	99,699	17,718	150,758	9,000	5,500	3,600	1,000	135,000	5,314	0
5,878	280,000	2	1	2	27	-2	-2	-2	-2	-2	-2	-5	-5	-5	8,164	0	1,133	0	0	8,169	0	231,133	3,300	0
5,879	710,000	1	2	2	33	-1	-1	-1	-1	-1	-1	8,471	16,849	940	6,299	4,720	3,738	17,330	944	7,586	4,739	3,754	25,259	0
5,880	50,000	2	2	2	23	0	0	0	0	0	0	42,790	39,480	36,360	29,123	28,809	29,263	1,635	1,423	1,020	1,050	1,503	1,016	0
5,881	190,000	1	1	2	35	0	0	0	0	0	0	24,873	23,522	22,117	23,433	22,173	22,598	1,807	2,000	2,010	1,003	2,007	3,019	0
5,882	400,000	2	1	2	32	0	0	0	0	0	0	48,419	51,886	53,291	57,265	61,035	64,879	5,000	3,000	5,000	5,000	5,000	5,000	0
5,883	110,000	2	3	1	53	-2	-2	-2	-2	-2	-2	1,457	745	0	0	0	0	745	0	0	0	0	0	0
5,884	20,000	2	2	1	23	2	0	0	0	2	0	16,219	17,626	18,398	19,052	15,429	9,199	1,674	1,446	1,100	0	379	1,085	1
5,885	20,000	2	1	2	25	2	2	0	0	0	0	18,446	17,859	18,718	17,009	18,721	20,209	0	1,718	900	2,000	1,800	0	1
5,886	20,000	2	2	1	29	1	2	2	2	2	2	12,186	11,700	13,474	13,006	13,743	11,167	0	2,000	0	1,055	0	215	0
5,887	20,000	1	2	2	23	1	2	2	2	2	0	4,673	6,433	6,181	6,778	6,524	8,408	2,000	0	700	0	2,000	2,000	0
5,888	230,000	2	1	2	43	0	0	0	0	0	0	39,677	39,261	38,228	36,542	35,989	34,347	5,000	5,000	3,000	3,459	4,000	5,000	0
5,889	180,000	1	2	1	37	-1	-1	-1	-1	0	0	14,480	33,915	5,198	13,263	6,817	4,188	34,045	5,217	13,263	6,000	1,000	4,085	0
5,890	280,000	1	2	1	41	-1	-1	-1	-1	-1	-1	3,520	3,110	3,188	4,176	10,276	9,898	3,110	3,188	4,189	10,276	9,898	1,691	0
5,891	510,000	2	1	2	36	0	0	0	0	0	0	234,900	214,522	217,620	218,692	191,069	195,124	9,975	8,200	7,268	7,000	7,177	7,200	0
5,892	150,000	1	2	1	40	0	0	0	0	0	0	141,697	144,833	137,737	140,047	144,557	133,716	7,000	7,000	6,000	7,000	5,021	9,000	0
5,893	20,000	1	3	2	26	2	0	0	0	0	0	17,880	19,224	19,327	18,696	19,233	19,909	1,641	2,400	632	800	1,000	1,500	1
5,894	110,000	2	3	1	38	0	0	0	0	0	0	100,699	88,694	74,647	49,021	34,594	23,116	3,530	3,066	2,033	2,021	1,024	1,003	0
5,895	230,000	2	1	2	34	-1	2	-1	-1	2	-1	907	591	119	699	383	32,774	0	1,000	1,000	0	33,500	3,000	1
5,896	180,000	2	1	2	27	0	0	0	0	0	0	124,501	126,822	129,440	128,571	128,631	129,813	5,000	6,000	5,000	5,000	5,000	5,000	0
5,897	230,000	2	3	2	36	0	0	0	0	0	0	13,809	13,533	13,200	15,789	14,242	15,251	1,533	1,200	2,789	1,242	1,251	1,272	0
5,898	370,000	2	1	2	35	0	0	-2	-1	-1	0	40,229	-101	-101	2,329	156,619	155,988	0	0	2,430	161,450	6,035	6,439	0
5,899	500,000	2	1	2	30	-2	-2	-1	-1	-2	-2	1,078	5,543	500	617	617	617	5,562	810	617	0	0	28,572	0
5,900	260,000	2	2	1	43	1	-2	-2	-1	0	-1	0	-416	-1,248	832	416	1,398	0	0	2,080	0	1,398	0	0

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