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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
28,201	430,000	2	1	2	36	0	0	0	0	0	0	258,212	232,225	237,297	240,682	245,337	242,481	10,500	10,300	9,000	8,541	9,054	8,543	1
28,202	300,000	2	3	2	48	1	3	2	-1	0	-1	-2	779	390	769	772	1,722	781	1	769	3	1,730	0	1
28,203	50,000	2	1	2	46	-1	-1	-1	-1	-1	-1	3,737	0	7,752	596	18,396	5,769	0	7,752	596	18,396	5,769	5,769	0
28,204	300,000	2	2	1	38	0	-1	0	0	0	0	1,250	940	11,240	12,137	15,937	16,437	940	10,300	1,200	4,000	500	6,000	0
28,205	300,000	2	2	2	39	-2	-2	-2	-2	-2	-2	1,028	0	0	0	0	0	0	0	0	0	0	0	1
28,206	20,000	2	3	1	39	0	0	0	0	0	0	19,078	19,929	16,912	12,698	11,939	12,346	1,509	1,321	1,500	500	600	1,500	1
28,207	400,000	2	1	2	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,208	310,000	2	2	1	48	-2	-2	-2	-2	-2	-2	0	99	0	110	0	0	99	0	110	0	0	0	0
28,209	370,000	2	2	2	38	0	0	0	0	0	0	75,823	63,617	65,585	67,223	62,201	64,356	5,000	3,000	3,003	3,000	3,500	60,000	0
28,210	230,000	2	2	1	36	-1	-1	-1	-1	-1	-1	4,390	1,402	3,665	929	4,167	115,126	1,402	3,665	929	4,167	115,126	5,000	0
28,211	300,000	2	2	1	40	0	0	0	0	0	0	11,704	10,196	8,900	7,099	5,437	3,958	1,139	1,322	1,000	2,000	1,000	1,000	0
28,212	250,000	2	1	1	40	-1	-1	-1	-1	0	-1	2,971	1,737	3,989	11,577	11,377	500	1,737	3,989	11,577	0	500	25,841	0
28,213	320,000	2	1	1	41	0	0	0	0	0	0	95,155	97,797	99,672	101,953	102,284	104,090	4,400	4,520	5,050	3,590	3,700	3,750	0
28,214	310,000	2	3	1	45	0	0	0	0	0	0	311,401	218,298	222,424	220,058	199,376	189,840	21,084	20,000	12,000	15,000	8,000	15,000	0
28,215	500,000	2	1	1	39	-2	-2	-1	2	2	-2	3,625	0	501	501	902	544	398	501	0	544	544	0	0
28,216	80,000	2	3	1	37	0	0	0	0	0	2	24,941	25,945	27,297	27,969	29,857	28,872	1,423	1,775	1,447	2,335	0	1,050	0
28,217	200,000	2	3	2	45	0	0	0	0	0	0	69,817	71,272	76,740	67,480	68,843	70,266	2,049	6,104	1,839	1,862	1,918	2,149	0
28,218	160,000	2	3	1	38	0	0	0	0	0	0	151,963	141,884	143,428	146,289	128,133	124,606	5,100	7,100	7,500	4,500	5,000	4,800	0
28,219	20,000	2	2	2	47	0	0	0	-1	-1	-2	20,151	19,419	19,864	4,723	0	0	2,000	2,013	4,731	0	0	0	0
28,220	20,000	2	2	2	33	0	0	0	0	0	0	11,635	12,604	12,870	12,726	13,336	2,496	2,000	1,308	1,000	1,000	50	0	0
28,221	30,000	2	2	1	33	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
28,222	500,000	2	1	2	30	1	-2	-2	-1	-1	-1	943	5,664	-33	6,454	842	8,031	5,692	0	6,487	842	8,111	7,029	0
28,223	180,000	2	1	2	30	-1	-1	-1	-1	-2	-1	1,650	196	2,500	0	0	3,650	196	2,500	0	0	3,650	3,859	0
28,224	180,000	2	3	2	31	-2	-2	-2	-2	-2	-2	2,941	1,436	12,900	3,026	2,168	487	1,443	12,964	3,041	2,178	489	2,638	0
28,225	450,000	2	1	1	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,226	180,000	2	2	1	33	0	0	0	0	0	0	70,472	72,518	73,422	72,687	68,167	69,746	3,218	2,708	3,071	2,500	2,615	2,500	0
28,227	290,000	2	3	1	46	-1	-1	-1	-1	-1	-1	30,365	32,571	36,918	37,063	11,566	32,057	32,575	36,982	37,063	11,566	32,057	1,501	0
28,228	200,000	2	2	1	37	0	0	0	0	0	-1	4,942	3,554	3,152	2,732	1,380	1,380	1,068	1,046	1,006	34	1,386	1,386	0
28,229	200,000	2	1	1	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,230	400,000	2	2	2	35	2	0	0	0	0	0	61,245	109,943	222,085	223,350	213,831	210,563	50,016	120,018	10,071	8,037	8,018	8,809	1
28,231	210,000	2	2	2	32	-2	-2	-2	-2	-2	-2	0	0	980	0	0	0	0	980	0	0	0	238	0
28,232	30,000	2	3	2	42	1	2	2	2	0	0	30,445	27,794	30,603	29,802	30,134	30,410	0	3,569	0	1,100	1,100	1,127	1
28,233	340,000	2	2	2	39	0	0	0	0	0	0	332,319	308,286	315,601	318,616	243,586	248,766	12,500	13,775	10,631	8,900	9,200	9,525	0
28,234	50,000	2	2	1	41	0	0	0	0	0	0	74,903	49,413	50,812	50,261	29,720	30,233	2,120	2,500	1,905	1,500	1,200	1,200	0
28,235	220,000	2	3	1	43	0	0	0	0	0	0	215,050	211,239	207,821	209,795	144,729	148,139	9,029	10,000	9,084	10,042	10,000	10,000	0
28,236	100,000	2	1	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	150	1
28,237	400,000	2	3	1	40	0	-1	-1	-1	-1	-1	30,179	35,550	71,671	-329	65,691	23,657	35,729	72,031	0	66,020	23,776	32,948	0
28,238	360,000	2	2	2	43	-2	-2	-2	-2	-2	-2	6,088	17,980	4,890	3,008	3,920	19,282	17,980	4,897	3,008	3,920	19,282	52,087	0
28,239	30,000	2	3	2	47	-1	-1	-1	-1	0	0	3,220	390	0	5,780	11,611	0	390	0	5,780	6,611	0	0	0
28,240	10,000	2	3	1	34	0	0	0	0	-1	-1	7,101	8,131	9,024	6,292	2,530	6,727	1,307	1,200	1,012	2,530	6,727	56	1
28,241	330,000	2	1	1	37	-2	-2	-2	-2	-2	-2	726	-20	10,756	0	442	0	0	10,776	0	442	0	297	0
28,242	110,000	2	2	1	46	0	0	2	0	0	0	102,726	110,179	105,137	105,467	94,294	86,381	10,700	0	5,000	4,000	4,000	5,000	0
28,243	30,000	2	2	1	44	2	0	0	0	0	0	21,003	22,309	23,343	24,336	24,475	24,643	1,662	1,696	1,689	1,016	893	1,100	1
28,244	110,000	2	2	1	37	0	0	0	0	0	0	95,986	189,688	93,984	91,983	90,129	89,925	4,300	5,000	4,109	3,100	3,322	3,472	0
28,245	150,000	2	2	2	42	0	0	0	0	0	0	255,207	249,205	245,393	29,526	6,990	0	6,301	8,000	5,000	6,800	0	0	0
28,246	80,000	2	2	2	32	1	2	0	0	0	0	113,740	97,093	85,266	85,871	47,367	47,812	0	3,448	2,383	1,609	2,000	2,000	1
28,247	160,000	2	1	1	41	-1	-1	-1	-1	-1	-1	24,411	7,944	1,080	0	40,100	18,899	7,944	1,080	0	40,100	18,899	4,180	0
28,248	30,000	2	2	1	32	0	0	-2	-2	-2	-2	3,454	-2	-2	-2	708	940	0	0	0	710	1,042	0	0
28,249	200,000	2	1	2	33	-2	-2	-2	-2	-2	-2	4,510	7,430	4,144	57,836	1,810	0	7,430	4,144	57,836	1,810	0	3,018	0
28,250	150,000	2	1	1	33	1	-1	-1	-1	0	0	-3	350	0	863	863	0	353	0	863	0	0	0	0
28,251	140,000	2	2	1	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,252	120,000	2	1	1	37	0	0	0	0	-1	-1	21,128	16,121	12,027	5,870	2,994	-175	5,020	5,000	1,000	2,994	0	0	0
28,253	100,000	2	3	1	48	-1	-1	-1	-1	-1	-1	390	5,333	15,798	390	2,265	1,823	5,333	15,798	390	2,265	1,823	780	0
28,254	50,000	2	2	1	38	0	0	0	0	0	0	51,023	51,019	50,951	50,818	40,453	37,862	2,300	2,210	3,300	1,910	1,530	1,600	0
28,255	80,000	2	3	1	42	-1	-1	-1	-1	-1	-1	4,571	4,905	9,764	3,829	4,248	3,747	4,905	9,764	3,829	4,248	3,747	3,569	0
28,256	140,000	2	3	2	41	0	0	0	0	0	0	85,698	24,993	26,021	28,684	29,273	30,900	1,400	1,337	3,000	951	2,000	21,604	0
28,257	270,000	2	1	1	45	0	0	0	0	0	0	218,116	207,533	204,532	196,061	180,142	185,838	10,041	10,064	9,238	6,000	8,044	7,030	0
28,258	210,000	2	3	1	36	-1	-1	-1	-1	-1	-1	1,168	1,511	0	1,783	1,000	150	1,511	0	1,783	1,000	150	14,780	0
28,259	230,000	2	2	1	48	-2	-2	-2	-2	-2	-2	0	0	1,611	1,498	1,301	309	0	1,611	1,498	1,301	309	823	0
28,260	30,000	2	2	1	43	0	0	2	0	0	2	26,806	30,035	29,274	31,460	33,890	31,224	4,000	0	3,000	2,900	0	1,091	0
28,261	260,000	2	3	1	44	0	0	0	0	0	0	259,346	234,428	176,632	129,022	131,447	135,699	9,428	6,729	5,022	4,447	5,699	5,498	1
28,262	20,000	2	2	1	42	2	3	2	2	2	2	18,162	18,464	19,465	19,649	19,978	20,512	900	1,600	800	950	1,000	800	1
28,263	160,000	2	2	1	34	-2	-2	-2	-2	-2	-2	390	390	390	390	390	584	390	390	390	390	584	91	0
28,264	50,000	2	2	1	43	0	0	0	0	0	0	46,882	49,737	50,361	50,152	28,119	28,238	5,100	2,600	2,011	2,000	3,510	2,000	0
28,265	50,000	2	3	1	41	0	0	0	0	-1	0	46,857	48,080	49,705	51,400	16,087	16,827	2,000	2,400	3,000	16,087	1,000	800	0
28,266	160,000	2	1	1	38	-1	-1	-1	-1	-1	-1	316	873	1,392	0	696	696	873	1,392	0	696	696	696	1
28,267	140,000	2	3	1	44	1	-1	-1	-1	-1	-1	-9	900	311	7,867	1,031	1,117	909	311	7,867	1,031	1,117	0	0
28,268	230,000	2	2	1	43	0	0	0	0	0	0	7,075	7,806	8,392	8,967	8,729	10,816	1,279	1,295	1,300	468	2,816	5,893	0
28,269	120,000	2	2	1	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,270	20,000	2	2	1	49	0	0	2	2	0	0	9,589	11,627	12,145	12,648	13,438	14,222	2,200	1,000	1,000	1,000	1,000	1,000	1
28,271	90,000	2	2	1	44	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	1
28,272	130,000	2	3	1	38	0	0	0	0	0	0	64,517	64,254	66,103	61,549	62,389	58,782	3,000	3,500	3,000	2,500	2,000	2,000	0
28,273	20,000	2	3	2	31	-2	-2	-1	0	0	-1	-885	-885	18,354	19,064	19,422	4,390	20	21,431	2,300	558	4,403	0	0
28,274	230,000	2	1	2	31	-2	-2	-2	-2	-2	-2	-7	6,785	0	147	0	0	6,792	0	147	0	0	176	0
28,275	430,000	2	2	1	42	0	0	0	0	0	0	89,756	89,395	90,052	90,604	91,200	92,134	3,169	3,243	3,200	3,185	3,500	3,500	0
28,276	110,000	2	2	1	40	0	0	0	0	0	0	5,457	6,660	7,590	8,657	9,013	9,367	1,300	1,200	1,200	500	500	1,000	0
28,277	210,000	2	5	1	40	0	0	0	0	0	-1	206,446	202,462	173,236	84,302	25,876	140,066	8,139	10,007	5,609	2,000	151,139	6,000	1
28,278	260,000	2	3	2	49	-2	-2	-2	-2	-2	-2	-5,684	211,466	200,304	2,735	316	305	217,773	200,304	2,759	316	305	2,596	0
28,279	280,000	2	3	1	45	0	0	0	0	0	0	294,995	316,345	334,612	262,625	172,344	182,776	26,345	24,612	22,625	12,344	12,776	11,852	0
28,280	230,000	2	2	2	36	-2	-1	-1	-1	-1	-1	858	885	669	656	827	2,360	885	669	656	827	2,376	943	0
28,281	50,000	2	3	2	46	0	0	0	0	0	0	36,165	15,054	15,414	16,349	15,800	14,719	1,600	1,300	2,000	600	1,000	700	0
28,282	320,000	2	2	2	36	-1	-1	-1	-1	-1	-1	396	396	396	596	13,386	396	396	396	596	13,386	396	396	0
28,283	110,000	2	2	1	41	0	0	0	0	0	0	104,133	106,135	45,766	46,864	50,935	49,538	4,500	2,000	2,000	5,000	2,023	806	1
28,284	180,000	2	2	1	42	-1	-1	-1	-1	0	0	390	390	390	17,475	17,425	17,396	390	390	17,475	611	629	625	0
28,285	180,000	2	3	2	41	0	0	0	0	0	0	130,979	133,062	124,014	125,279	115,315	117,740	5,739	4,700	4,316	4,090	4,245	5,000	0
28,286	10,000	2	2	2	32	0	-1	0	0	0	-2	5,250	1,223	2,264	3,230	0	0	1,223	1,066	1,032	0	0	0	1
28,287	30,000	2	2	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,288	70,000	2	2	2	32	2	0	0	0	0	0	67,955	58,404	50,036	36,908	29,439	19,494	3,007	1,794	2,000	967	1,000	870	1
28,289	20,000	2	2	2	44	0	0	0	0	0	0	18,578	19,928	18,677	18,503	17,231	15,410	2,000	2,000	2,000	1,100	1,586	506	0
28,290	50,000	2	2	2	36	2	0	0	0	0	0	39,125	40,169	41,461	36,901	18,499	18,244	2,000	2,000	2,090	1,000	648	2,000	1
28,291	180,000	2	2	1	38	-1	-1	0	-1	-1	-1	390	10,426	21,430	21,040	2,234	12,485	10,426	11,820	21,040	2,234	10,641	0	0
28,292	220,000	2	3	2	46	0	0	0	0	0	0	214,274	214,207	211,733	80,965	78,992	77,537	11,000	10,000	10,000	6,000	6,000	5,000	0
28,293	180,000	2	1	2	29	-1	-1	-1	-1	-1	-1	15,991	1,473	26,876	53,390	35,292	61,910	1,473	26,876	53,390	35,292	61,910	23,913	0
28,294	170,000	2	1	2	29	0	0	0	2	0	0	106,146	115,333	128,440	124,909	127,393	130,243	11,021	15,000	0	6,059	5,068	5,123	0
28,295	100,000	2	2	2	30	0	0	0	0	0	0	96,636	95,169	97,303	99,339	77,082	77,677	3,402	3,663	3,788	2,695	2,772	2,903	0
28,296	280,000	2	2	2	30	-1	-1	-1	-1	-1	-1	13,182	5,290	2,711	4,464	4,069	5,161	5,290	2,711	4,476	4,069	5,161	8,026	0
28,297	290,000	2	1	2	31	-1	-1	-1	-1	-1	-1	21,720	1,240	3,682	4,694	5,258	1,248	1,240	3,682	4,704	5,258	1,248	9,600	0
28,298	30,000	2	2	1	31	3	3	2	2	2	2	25,320	24,620	25,522	26,008	25,294	26,928	0	1,600	1,200	0	2,200	0	1
28,299	30,000	2	2	2	31	0	0	0	0	0	0	28,651	28,716	26,570	26,829	26,839	27,449	1,800	2,000	1,600	1,000	1,000	1,000	0
28,300	80,000	2	2	1	46	0	0	0	0	0	0	74,745	76,314	77,344	49,168	48,243	47,810	2,815	2,345	1,763	1,854	1,737	1,774	0

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