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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
23,201	170,000	2	2	2	48	0	0	0	0	0	0	24,953	24,334	25,558	24,580	24,855	26,123	2,000	2,000	1,400	1,000	2,000	2,000	0
23,202	400,000	2	2	1	34	-1	-1	-1	-1	0	0	41,305	206,028	21,153	15,631	14,417	12,228	206,032	21,153	15,948	10,000	10,000	22,934	0
23,203	180,000	2	2	1	38	0	0	0	0	0	0	151,031	152,510	151,651	159,019	123,022	126,075	7,011	5,657	10,372	5,000	5,000	5,000	0
23,204	440,000	2	2	1	44	0	0	0	-2	-2	-2	70,548	42,651	0	27,549	77,349	10,456	20,000	0	27,549	50,000	18,956	9,307	0
23,205	340,000	2	1	2	36	-1	-1	-1	-1	-1	0	3,474	1,974	2,774	43,824	11,308	3,540	1,974	2,774	43,831	11,308	0	824	0
23,206	170,000	2	2	1	45	1	2	2	0	0	0	110,970	117,076	113,778	117,989	118,803	121,434	9,460	0	6,100	4,210	4,500	4,500	1
23,207	280,000	2	1	2	46	-1	-1	-1	-1	-1	-1	2,475	1,236	2,726	10,898	1,050	812	1,236	2,726	10,916	1,056	812	9,109	0
23,208	320,000	2	5	1	46	-2	-2	-2	-2	-2	-2	17,849	5,149	16,615	2,914	696	740	5,149	16,654	2,914	696	740	6,498	0
23,209	190,000	2	5	1	40	0	0	0	0	0	0	58,783	59,881	136,994	118,268	110,476	111,802	3,100	80,000	5,000	4,000	4,100	5,000	0
23,210	210,000	2	2	1	42	-1	-1	-1	-2	-1	-1	1,708	2,928	-2	-2	918	-164	2,928	0	0	920	0	0	0
23,211	110,000	2	2	1	43	1	2	2	2	2	2	100,987	101,941	98,364	103,189	99,578	104,412	4,600	0	8,500	0	7,700	3,900	0
23,212	90,000	2	2	2	34	0	0	0	0	0	0	30,026	29,239	14,027	13,559	14,331	14,948	2,000	1,518	1,500	1,000	1,000	1,000	0
23,213	500,000	2	1	1	44	-1	-1	-1	-1	-1	-1	29,178	26,963	33,166	48,858	66,050	43,769	26,963	33,169	48,858	66,050	43,769	37,509	0
23,214	50,000	2	2	2	36	0	0	0	0	0	0	29,647	30,845	32,821	34,855	11,776	12,088	2,000	2,800	3,732	750	500	1,000	1
23,215	210,000	2	1	2	39	-1	-1	-1	-1	0	-1	5,119	20,927	3,702	3,673	1,883	384	20,965	3,702	3,673	0	384	0	0
23,216	80,000	2	2	1	37	2	2	2	2	2	-2	1,662	3,347	4,140	3,920	0	0	2,427	1,000	0	0	0	0	1
23,217	320,000	2	2	1	42	-1	-1	-1	-1	-1	-1	2,862	18,729	23,405	16,662	38,459	2,836	18,729	23,421	16,683	38,459	2,836	1,286	0
23,218	50,000	2	3	1	45	0	0	0	0	0	0	48,169	48,163	49,302	16,522	15,175	16,371	2,400	2,500	1,318	700	1,600	600	0
23,219	270,000	2	2	2	34	-2	-2	-2	-2	-2	-2	128,620	2,222	9,076	5,424	9,577	8,130	2,222	9,076	5,424	9,577	8,130	20,177	0
23,220	30,000	2	3	2	39	0	0	0	0	0	0	28,467	22,308	48,376	26,013	27,089	28,161	2,000	3,000	3,000	1,500	1,500	2,280	0
23,221	150,000	2	3	2	35	-1	2	-1	2	-1	-1	1,877	709	2,264	1,143	163	2,036	0	2,264	0	163	2,036	0	0
23,222	140,000	2	2	1	41	0	0	0	0	0	0	56,379	51,993	52,678	53,753	54,821	56,145	1,855	1,913	1,952	1,963	2,208	2,084	0
23,223	120,000	2	3	1	42	-1	-1	-1	-1	-1	-1	2,386	780	2,158	6,968	2,552	626	1,000	2,826	7,026	2,620	1,000	26,187	0
23,224	300,000	2	1	1	31	0	0	0	0	0	0	147,277	149,893	152,529	152,882	113,347	114,554	7,000	7,000	6,000	4,084	4,056	4,300	0
23,225	480,000	2	1	1	43	0	0	0	0	0	0	276,681	282,328	288,120	294,000	300,000	3,493	5,647	5,792	5,880	6,000	3,493	21,308	0
23,226	460,000	2	1	1	37	1	2	0	0	0	0	268,775	262,956	268,463	273,066	278,594	284,423	0	9,737	9,060	9,200	9,480	9,627	1
23,227	280,000	2	2	1	39	0	0	0	0	0	0	269,472	253,792	276,979	238,527	239,280	238,926	8,229	150,062	50,000	4,786	4,779	4,876	0
23,228	50,000	2	3	1	31	0	0	0	0	0	-2	44,115	44,619	38,604	33,570	0	0	1,652	1,906	1,000	0	0	0	0
23,229	350,000	2	1	2	32	-2	-2	-2	-2	-2	-2	384	717	409	0	944	534	717	409	0	944	534	2,281	0
23,230	300,000	2	2	2	32	0	0	0	0	0	0	114,690	117,682	120,777	123,835	127,830	130,931	4,682	4,777	4,835	5,830	4,931	5,079	0
23,231	380,000	2	1	2	33	-2	-2	-2	-2	-2	-2	11,924	16,615	3,273	9,833	6,580	6,080	16,615	3,273	9,833	6,580	6,080	4,697	0
23,232	190,000	2	1	2	33	-2	-2	-2	-2	-2	-2	211	4,031	6,036	4,238	2,907	3,122	4,031	6,045	4,247	2,907	3,122	12,419	0
23,233	230,000	2	2	2	35	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,234	390,000	2	2	1	35	2	2	2	0	0	0	62,474	62,878	59,601	60,422	59,094	59,862	2,757	0	2,734	2,254	2,178	2,174	0
23,235	220,000	2	0	1	35	-2	-2	-2	-2	-2	-2	0	319	10,567	319	319	319	319	10,567	319	319	319	2,420	0
23,236	120,000	2	2	1	41	0	0	0	0	0	0	118,131	116,607	108,720	92,649	89,533	89,204	4,211	3,710	3,184	3,200	3,200	3,133	1
23,237	300,000	2	2	2	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,238	210,000	2	1	2	42	-1	-1	-1	-1	-1	-2	4,131	24,255	7,838	7,139	-320	-320	24,255	7,862	7,146	0	0	32,000	0
23,239	50,000	2	2	1	37	0	0	0	0	0	0	50,664	49,163	49,811	49,978	20,062	20,259	3,000	2,500	2,000	1,102	2,000	2,900	0
23,240	330,000	2	1	2	44	2	0	0	2	0	0	238,795	243,621	259,517	253,863	257,535	262,753	10,300	21,400	0	9,400	9,542	9,766	1
23,241	110,000	2	3	1	42	0	0	0	0	0	0	110,191	110,736	63,652	62,738	50,687	49,850	3,200	2,450	2,027	1,710	1,800	1,700	0
23,242	20,000	2	1	2	37	1	-2	-2	-1	-1	-2	0	0	0	1,004	0	0	0	0	1,004	0	0	0	0
23,243	150,000	2	2	1	40	0	-1	-1	-1	0	0	6,369	5,215	4,090	51,893	52,033	51,188	5,215	4,090	51,893	2,000	3,000	2,202	0
23,244	140,000	2	3	1	39	0	0	0	0	0	0	127,896	131,764	134,654	138,303	119,845	122,457	7,500	6,500	7,500	5,000	4,700	5,228	0
23,245	160,000	2	1	1	40	-1	-1	-1	-1	-1	-1	661	2,881	362	20,680	7,429	527	2,881	362	20,680	7,429	527	0	0
23,246	260,000	2	3	1	38	-1	-1	-1	-1	-1	-1	1,973	1,973	1,973	6,746	1,973	1,973	1,973	1,973	6,746	1,973	1,973	3,733	0
23,247	150,000	2	3	1	45	1	-2	-2	-2	-2	-1	0	0	0	0	0	10,640	0	0	0	0	10,640	0	0
23,248	50,000	2	2	1	33	0	0	0	0	0	0	34,065	35,422	32,612	31,842	27,438	26,127	3,000	2,011	1,402	3,089	3,482	5,000	0
23,249	80,000	2	3	1	36	0	0	0	0	0	0	65,205	72,922	74,943	75,399	53,373	55,554	20,000	5,000	3,000	5,000	3,000	3,000	0
23,250	270,000	2	2	1	37	-1	-1	-2	-1	-1	-1	304	-22	-348	326	326	304	0	0	1,000	326	304	0	0
23,251	60,000	2	2	1	40	0	0	0	0	0	0	58,127	59,345	58,196	47,007	32,834	29,116	2,800	2,200	1,500	1,200	1,100	1,200	0
23,252	50,000	2	2	1	45	0	0	0	0	0	0	15,240	16,252	17,678	18,658	18,784	18,779	1,574	2,000	1,290	806	824	697	0
23,253	290,000	2	1	1	33	2	0	0	2	2	2	88,176	21,956	24,815	24,120	25,218	24,855	1,354	3,213	0	1,616	0	724	1
23,254	180,000	2	2	2	39	-1	-1	-1	-1	-1	-1	671	671	671	671	671	671	671	671	671	671	671	671	1
23,255	360,000	2	1	1	43	-1	0	0	0	0	-2	17,412	18,455	19,245	18,370	0	0	1,328	1,637	5,000	0	0	0	0
23,256	260,000	2	3	2	40	0	-1	-1	-2	-2	-2	260	3,000	0	0	0	0	3,000	0	0	0	0	0	0
23,257	200,000	2	2	2	46	-2	-2	-2	-2	-2	-2	430	430	430	5,241	430	59,415	430	430	5,241	439	59,415	1,999	0
23,258	290,000	2	2	2	38	-2	-2	-2	-1	0	0	0	130	0	24,756	25,147	25,685	130	0	24,756	899	942	927	0
23,259	50,000	2	2	1	36	1	3	3	2	0	0	17,292	18,705	18,125	17,530	18,251	19,965	2,000	0	0	1,000	2,002	0	0
23,260	10,000	2	2	1	37	-1	-1	-1	-1	-1	0	5,050	3,704	6,222	974	8,834	6,010	5,011	6,222	984	8,834	0	6,481	0
23,261	180,000	2	1	1	39	2	-1	-1	-1	-1	-1	1,343	437	2,297	4,428	985	4,028	438	2,308	4,446	987	4,040	600	1
23,262	150,000	2	2	2	39	0	0	2	2	0	0	22,724	21,019	19,890	19,271	19,037	20,448	3,221	1,602	0	1,000	1,709	0	0
23,263	250,000	2	1	2	44	-1	-1	-2	-2	-1	-1	891	-33	-33	-33	267	144	0	0	0	300	144	0	0
23,264	130,000	2	2	2	37	2	2	2	2	0	0	82,640	85,505	87,587	85,428	86,251	88,094	5,000	4,200	0	3,000	3,100	3,100	1
23,265	540,000	2	1	2	37	0	0	-1	-1	-1	0	4,696	6,579	1,464	-2,800	13,916	12,517	2,033	1,485	16	20,016	2,016	2,019	0
23,266	320,000	2	1	1	42	0	0	0	0	0	0	212,883	197,352	201,913	103,278	62,891	64,948	9,000	9,000	6,000	3,000	3,000	3,000	0
23,267	440,000	2	2	1	39	0	0	0	0	0	0	58,639	66,698	43,399	44,534	25,341	20,000	30,000	2,000	24,534	5,000	20,000	20,839	0
23,268	80,000	2	2	2	40	0	0	0	0	0	0	79,390	79,835	81,229	82,456	82,854	80,868	3,200	4,300	3,340	3,500	2,999	3,300	0
23,269	120,000	2	2	1	36	1	-2	-1	-1	-2	-2	0	0	1,100	0	0	0	0	1,100	0	0	0	0	1
23,270	230,000	2	2	1	35	0	0	0	0	0	-2	68,755	35,137	34,305	22,752	5,123	0	1,607	4,305	1,000	5,123	0	2,810	0
23,271	60,000	2	3	2	37	0	0	0	0	0	0	53,867	54,971	57,284	58,562	29,121	27,003	2,000	3,200	3,300	1,000	1,100	1,000	0
23,272	290,000	2	4	1	49	-1	-1	-2	-2	-2	-1	3,950	0	0	1,085	445	145	0	0	1,085	447	145	247	0
23,273	130,000	2	2	1	49	1	-2	-1	-1	-2	-1	0	-390	390	0	-390	390	0	1,560	0	0	1,170	1,170	0
23,274	180,000	2	2	2	46	-2	-2	-2	-2	-2	-2	1,905	2,453	6,997	3,064	2,158	9,331	2,453	6,997	3,064	2,158	9,331	0	0
23,275	140,000	2	3	1	42	0	0	0	0	0	0	138,391	135,476	135,956	137,143	137,195	136,300	6,300	6,500	6,265	5,000	5,006	5,000	1
23,276	500,000	2	1	2	44	0	0	0	0	0	0	120,452	190,135	212,134	201,014	222,520	208,271	100,000	50,000	10,012	50,000	10,000	10,000	0
23,277	300,000	2	2	1	42	0	0	0	0	0	0	168,796	165,430	147,077	127,270	129,397	132,142	7,010	6,000	5,006	5,000	5,000	6,000	0
23,278	210,000	2	2	1	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,279	150,000	2	2	1	49	-1	-1	-1	-1	-1	-1	575	25,622	4,992	1,578	1,216	4,475	25,622	4,992	1,578	1,216	4,475	15,964	0
23,280	360,000	2	2	1	37	-2	-2	-2	-2	-2	-2	10,072	7,728	2,344	9,536	9,043	0	7,728	2,344	9,536	9,043	0	2,909	0
23,281	250,000	2	2	1	36	0	0	0	0	0	0	107,476	87,000	48,162	48,803	41,207	34,792	5,143	10,025	10,074	10,049	10,076	10,012	0
23,282	30,000	2	3	2	44	0	0	3	2	2	2	21,007	27,506	26,784	28,123	27,994	27,029	7,200	0	2,100	1,000	0	3,000	0
23,283	200,000	2	1	1	42	-1	-1	2	-1	-1	-1	796	770	770	5,259	1,329	3,609	770	0	5,269	1,329	2,280	0	0
23,284	130,000	2	2	1	35	0	0	0	0	0	0	128,649	100,902	127,102	65,517	66,925	68,344	5,500	7,328	5,000	2,500	2,500	3,000	0
23,285	290,000	2	3	1	49	0	0	-2	-1	0	-1	52,894	0	0	44,777	26,201	2,780	21,560	0	44,777	0	5,560	6,420	0
23,286	100,000	2	3	1	35	-1	0	0	0	0	0	50,327	51,326	52,403	53,410	54,030	55,157	1,835	1,902	1,878	1,446	1,500	30,000	0
23,287	40,000	2	3	1	43	-1	-1	-1	2	0	0	780	177	1,583	1,020	630	240	177	1,583	0	0	0	1,080	0
23,288	130,000	2	3	1	39	0	0	2	0	0	0	91,982	99,328	96,898	97,990	100,160	102,190	8,900	0	3,600	3,800	3,800	5,000	1
23,289	160,000	2	3	1	34	-2	-2	-2	-2	-2	-2	717	594	1,217	697	650	691	597	1,223	700	653	691	17	0
23,290	150,000	2	1	2	35	-2	-2	-2	-2	-2	-2	0	26,660	858	0	3,600	0	26,660	858	0	3,600	0	458	0
23,291	130,000	2	2	2	45	-1	0	0	0	0	0	131,221	128,161	128,884	124,514	67,739	69,614	10,006	5,069	3,634	2,476	3,019	2,394	0
23,292	180,000	2	2	1	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	289	1
23,293	150,000	2	2	2	30	0	0	0	2	2	2	61,785	63,150	68,125	66,432	73,312	72,015	3,000	6,000	0	8,023	0	5,700	0
23,294	100,000	2	2	2	31	-2	-2	-2	-2	-2	-2	4,576	1,872	2,511	3,333	2,765	900	1,872	2,517	3,339	2,765	900	2,575	1
23,295	30,000	2	2	2	31	0	0	0	-2	-2	-2	26,830	30,900	0	0	0	0	5,000	0	0	0	0	0	0
23,296	160,000	2	1	2	25	-1	0	-1	-1	0	0	6,087	1,934	11,376	2,199	10,856	0	1,000	11,426	2,199	10,000	0	9,867	0
23,297	50,000	2	2	2	28	-1	3	2	-1	0	0	1,876	1,690	429	4,836	1,170	780	0	0	4,836	0	0	0	1
23,298	130,000	2	2	1	29	0	0	0	0	0	0	67,260	69,269	72,276	74,347	77,259	78,403	4,000	5,000	4,347	5,000	3,038	2,135	0
23,299	140,000	2	3	2	31	0	0	0	0	0	0	137,254	92,636	94,641	96,667	98,883	79,972	3,320	3,500	3,600	3,900	3,000	3,000	0
23,300	340,000	2	3	1	32	0	-1	0	0	0	0	11,049	57,301	59,375	60,216	59,842	46,882	57,301	3,000	2,600	1,000	1,817	11,022	0

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