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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
2,201	140,000	2	1	2	30	2	-1	-1	-1	-1	-1	1,070	4,593	4,705	1,710	0	6,096	4,593	4,705	1,710	0	6,096	0	1
2,202	210,000	2	1	1	45	-2	-2	-2	-2	-2	-2	-200	-200	-200	0	2,000	0	0	0	200	2,000	0	0	0
2,203	360,000	1	3	1	53	0	0	0	0	0	0	8,669	8,254	8,988	6,868	5,604	6,158	1,303	1,513	706	700	600	2,000	0
2,204	60,000	1	1	2	30	0	0	0	0	2	2	59,959	49,744	48,257	46,353	45,481	48,373	10,020	4,000	4,000	0	3,800	0	0
2,205	30,000	1	2	1	33	0	0	0	0	0	0	15,662	16,601	21,291	21,939	22,435	23,160	1,500	5,000	1,000	1,000	1,100	1,000	0
2,206	140,000	2	2	1	37	0	0	0	0	0	0	127,693	26,633	28,180	29,702	31,223	35,683	2,000	2,000	2,000	2,000	5,000	2,000	0
2,207	20,000	2	1	2	21	0	0	0	0	0	-1	17,471	14,129	13,937	9,429	1,393	2,055	1,400	3,500	1,567	162	2,055	0	0
2,208	120,000	2	2	2	32	0	0	0	0	0	2	15,602	16,482	16,743	17,185	18,281	17,312	2,000	1,551	2,000	1,500	457	7,000	1
2,209	80,000	1	1	1	45	1	-2	-1	-1	-1	-1	-50	-440	170	-220	390	0	0	1,000	0	1,000	0	780	0
2,210	50,000	2	2	1	41	0	0	0	0	0	0	21,910	23,251	24,059	24,658	25,212	25,642	2,000	1,500	1,000	1,100	1,000	1,000	0
2,211	360,000	2	1	2	27	1	-2	-1	-1	-1	-1	0	0	830	0	1,271	179	0	830	0	1,271	179	1,970	0
2,212	500,000	1	1	2	30	0	0	0	0	0	0	416,171	437,749	460,317	472,621	484,993	496,915	30,000	30,000	20,000	20,000	20,000	70,152	0
2,213	10,000	1	2	2	21	0	0	0	0	0	0	7,985	8,677	9,070	8,880	9,580	9,000	1,217	1,000	200	700	200	0	0
2,214	210,000	1	2	2	25	0	0	-2	-1	0	0	13,899	-9	-9	3,231	125,140	124,880	0	0	3,240	125,009	5,009	5,013	0
2,215	50,000	1	3	2	41	0	0	2	0	0	0	22,358	23,257	23,192	24,073	21,759	21,959	1,900	1,000	1,500	891	1,000	700	0
2,216	200,000	2	1	1	38	-1	2	-1	-1	-1	-1	6,677	4,561	1,856	1,856	1,856	2,508	0	1,856	1,856	1,856	2,508	26,042	0
2,217	300,000	2	1	2	36	-1	-1	-1	-2	-2	-2	10,700	890	0	0	0	0	890	0	0	0	0	0	0
2,218	110,000	1	2	2	24	0	0	0	0	0	0	44,737	39,590	39,457	39,075	39,307	39,564	2,103	2,005	2,006	3,006	3,010	2,013	1
2,219	50,000	1	2	2	58	4	3	2	2	2	2	51,996	51,203	50,071	8,086	8,263	9,533	300	300	300	293	1,400	400	1
2,220	340,000	2	1	1	41	-1	2	-1	-1	2	-1	6,814	6,167	24,386	3,570	3,094	14,645	0	24,386	3,570	0	14,645	4,534	1
2,221	50,000	2	2	1	32	-1	-1	-1	-2	-2	-2	819	699	0	0	0	0	699	0	0	0	0	0	1
2,222	110,000	1	3	2	63	1	2	0	0	0	0	49,992	48,918	49,890	46,884	47,350	43,169	0	2,164	1,730	1,788	1,538	1,607	0
2,223	600,000	1	3	1	38	0	0	0	0	0	0	459,600	372,345	353,121	337,695	297,541	256,158	13,713	13,250	12,854	11,191	10,029	10,000	0
2,224	160,000	1	1	2	32	-1	-1	-1	-1	0	0	2,507	798	-2	2,319	1,523	-2	800	0	2,321	4	0	801	0
2,225	450,000	1	1	1	38	-1	-1	-1	-1	-1	-1	10,591	7,923	57,139	15,181	7,247	13,890	7,964	57,425	15,257	7,283	13,959	11,139	0
2,226	60,000	1	1	2	31	1	-1	0	0	0	0	0	1,012	22,760	17,032	6,808	8,741	1,012	22,066	5,032	1,565	8,500	5,205	1
2,227	310,000	1	1	1	43	0	0	0	0	2	0	250,708	256,157	261,550	285,233	280,905	272,240	11,000	11,300	29,841	69	9,980	9,546	1
2,228	20,000	2	2	1	24	-1	0	0	-1	-1	-1	10,361	19,566	8,746	3,355	7,143	1,288	10,000	1,390	3,355	7,143	1,288	0	0
2,229	60,000	2	2	2	29	0	0	0	0	0	0	53,274	54,093	53,111	50,568	47,791	45,421	2,591	2,109	1,705	2,010	2,000	1,523	0
2,230	170,000	2	2	1	38	-1	-1	-1	0	0	-2	521	5,360	29,271	26,511	0	0	6,439	29,271	0	0	0	2,730	0
2,231	190,000	2	1	1	50	1	-1	-1	-1	-1	-2	0	2,329	15,951	332	0	0	2,329	15,990	332	0	0	0	0
2,232	230,000	2	1	2	49	2	2	-1	-1	-1	-1	113	0	1,100	0	2,119	0	0	1,100	0	2,119	0	2,916	1
2,233	80,000	2	1	2	25	-2	-2	-2	-1	-1	-1	1,174	0	0	5,526	3,292	12,792	0	0	5,526	3,292	12,807	600	0
2,234	120,000	2	3	1	50	0	0	0	0	0	2	111,564	112,482	115,046	80,987	85,921	84,384	4,200	4,552	3,100	6,416	0	3,228	0
2,235	20,000	1	2	2	30	1	2	2	2	0	0	17,260	19,099	19,309	18,703	18,937	20,724	2,422	816	0	685	2,100	0	0
2,236	140,000	2	2	1	26	0	0	0	0	0	-1	37,283	24,748	21,854	21,711	25,999	902	7,023	5,080	10,000	6,000	902	18,542	0
2,237	50,000	1	2	2	24	0	0	0	0	0	0	49,076	48,923	49,158	19,270	18,776	19,167	2,063	1,298	700	800	815	237	0
2,238	180,000	2	1	1	35	0	0	0	0	0	0	104,335	108,156	108,874	111,568	113,817	116,422	5,500	4,000	4,500	4,200	4,500	4,500	0
2,239	150,000	2	3	1	50	-1	-1	-1	-1	-1	-1	3,644	875	2,162	0	5,085	2,887	875	2,162	0	5,085	2,887	0	0
2,240	300,000	2	1	2	35	0	0	0	0	0	0	294,344	302,638	300,159	226,705	229,739	232,942	15,000	11,311	7,941	8,412	9,000	5,258	0
2,241	380,000	2	1	1	45	-1	-1	-1	-1	-2	-1	202	35,993	86,617	-3,450	-3,450	3,502	37,791	86,697	0	0	7,102	159,753	0
2,242	90,000	2	3	2	27	2	0	0	0	0	0	92,290	90,719	39,902	39,200	38,531	32,991	4,183	1,600	1,280	1,310	1,432	1,088	1
2,243	10,000	2	2	2	22	1	2	2	2	0	0	8,925	8,637	10,277	9,736	9,704	9,725	0	1,800	0	500	600	500	0
2,244	90,000	2	3	2	28	2	0	0	0	2	0	63,869	65,212	66,627	70,652	69,397	70,842	2,368	2,500	5,140	0	2,600	3,000	1
2,245	240,000	1	1	1	34	-1	-1	-1	-1	-1	0	228	23,282	48,595	37,573	26,296	15,788	23,295	49,000	37,573	26,296	7,000	46,495	0
2,246	180,000	2	3	1	32	-1	-1	-1	-1	-1	0	396	712	712	712	1,424	712	712	712	712	1,424	0	5,366	0
2,247	140,000	1	1	2	32	0	0	0	0	0	0	101,458	99,196	78,458	76,387	76,344	67,302	3,997	3,520	2,500	2,689	2,494	2,498	0
2,248	280,000	1	2	1	36	1	2	2	2	0	0	168,708	172,528	174,328	170,028	174,281	185,348	8,000	6,100	0	7,000	14,000	7,000	1
2,249	120,000	2	1	2	30	-1	-1	-1	-1	-1	-1	711	878	1,131	441	441	441	878	1,131	441	441	441	455	1
2,250	550,000	2	2	1	32	0	0	0	0	0	0	546,741	535,509	548,020	530,672	155,083	165,975	22,863	167,622	14,000	4,300	158,064	28,840	1
2,251	170,000	2	2	2	30	0	0	0	0	0	2	90,727	93,345	93,812	95,613	95,972	97,230	5,000	5,000	5,000	4,400	3,000	3,600	0
2,252	50,000	2	2	1	36	2	2	2	0	0	2	2,590	4,836	4,613	5,378	5,848	5,606	2,458	0	1,000	557	0	2,000	0
2,253	140,000	2	2	1	35	0	0	0	0	0	0	137,692	134,899	137,477	110,865	69,217	48,018	5,202	6,405	4,819	3,091	2,477	100,002	0
2,254	10,000	1	3	2	48	0	0	0	0	0	0	8,858	9,548	9,540	9,735	8,070	0	1,228	1,000	195	161	0	0	0
2,255	240,000	2	3	1	32	-1	-1	-1	-1	-1	0	1,386	1,207	1,357	1,559	23,506	21,532	1,207	1,357	1,559	23,506	1,603	1,407	0
2,256	30,000	2	2	2	24	2	2	0	0	0	0	27,954	27,226	28,427	28,752	28,447	24,552	0	2,000	1,000	1,100	1,500	1,000	0
2,257	30,000	2	2	2	25	1	2	2	2	2	2	14,149	15,171	14,635	15,318	14,930	16,562	1,543	0	1,226	0	1,882	0	1
2,258	200,000	2	2	2	36	0	0	0	0	0	0	2,324	3,344	4,450	14,280	14,894	15,608	1,064	1,170	10,000	1,000	1,000	464	0
2,259	140,000	2	2	2	33	0	0	0	0	0	0	56,426	41,717	42,823	25,224	26,855	23,783	2,000	2,000	900	2,000	10,000	5,000	0
2,260	200,000	2	3	2	28	1	-2	-2	-1	-1	-1	0	0	0	304	13,489	6,788	0	0	304	13,489	6,788	188	0
2,261	80,000	2	2	2	37	0	0	0	0	0	0	21,054	21,776	22,790	23,411	23,882	24,356	1,365	1,379	1,000	1,000	871	1,000	0
2,262	100,000	1	3	2	30	0	0	0	0	0	0	46,675	46,567	46,638	46,454	46,262	47,823	1,800	2,000	1,700	1,683	3,500	1,500	1
2,263	220,000	1	2	2	26	2	2	2	2	2	0	215,477	216,099	210,839	216,988	213,824	39,819	5,516	0	8,275	0	800	223,833	0
2,264	80,000	2	2	2	25	0	0	0	0	0	0	7,536	5,024	5,589	6,094	45,342	45,877	1,200	1,100	1,000	40,000	1,700	1,700	0
2,265	350,000	2	1	2	27	0	0	0	0	0	0	312,770	320,400	268,598	250,304	251,436	249,891	14,599	10,334	5,728	8,242	13,138	4,520	0
2,266	50,000	2	2	2	26	0	0	0	0	-2	-2	33,428	34,385	35,796	-229	-229	-229	1,800	2,100	0	0	0	0	1
2,267	360,000	1	2	1	39	0	0	0	0	0	0	23,690	67,560	26,649	15,830	20,025	21,404	60,284	16,079	5,024	9,032	8,035	12,073	0
2,268	230,000	2	2	1	33	0	0	2	-1	0	0	9,530	12,872	3,724	153,400	14,788	21,258	7,000	0	153,400	8,000	10,000	6,000	0
2,269	30,000	1	2	1	39	2	2	2	2	2	0	13,888	16,652	16,087	17,317	16,900	17,465	3,000	0	1,500	0	1,000	3,500	1
2,270	70,000	2	2	2	24	0	0	2	2	2	2	41,485	44,697	47,229	47,956	47,056	49,565	4,200	3,600	1,800	0	3,308	2,500	0
2,271	70,000	2	2	2	23	-1	0	0	0	0	0	3,082	4,370	9,353	15,282	20,400	12,915	1,500	5,353	6,282	6,342	2,055	3,257	0
2,272	150,000	2	1	1	44	1	-2	-1	-1	-2	-2	0	0	1,512	0	0	0	0	1,512	0	0	0	0	0
2,273	360,000	1	1	2	35	-1	-1	-1	-1	2	0	1,195	23,944	884	789	244	244	23,944	884	300	0	0	856	0
2,274	210,000	2	2	1	56	1	-2	-2	-2	-2	-1	-325	-721	-1,117	-1,513	-1,909	59,017	0	0	0	0	61,982	2,200	0
2,275	50,000	1	2	2	29	0	0	0	0	0	-2	32,312	24,213	24,278	24,750	0	0	1,700	2,000	1,300	0	0	0	0
2,276	180,000	2	2	2	48	-1	2	-1	-1	-1	-1	3,116	1,058	390	1,726	390	2,240	0	390	1,726	390	2,240	17,488	0
2,277	210,000	1	1	1	40	-1	-1	-1	-1	-1	-1	6,223	8,143	3,712	3,091	90,817	308	8,146	3,719	3,091	90,817	308	3,369	0
2,278	160,000	2	3	1	53	-1	-1	-1	-1	-1	-1	2,475	2,475	5,175	2,475	3,975	8,175	2,475	5,175	2,475	3,975	8,175	138	0
2,279	50,000	2	3	1	37	2	0	0	0	0	0	38,527	39,609	40,352	41,183	42,221	42,935	2,000	1,700	1,500	1,700	1,568	7,400	1
2,280	200,000	2	2	1	35	1	-2	-2	-2	-2	-1	0	0	0	0	0	688	0	0	0	0	688	0	0
2,281	20,000	2	2	2	41	0	0	0	0	0	0	13,723	14,266	13,305	14,925	13,925	9,745	1,500	2,000	3,000	4,000	2,000	0	0
2,282	500,000	1	3	1	56	0	0	0	0	0	0	139,117	130,301	119,701	121,296	122,477	125,279	4,500	5,000	5,000	5,000	5,000	5,000	0
2,283	90,000	2	3	1	49	0	0	0	0	0	0	104,494	99,941	95,197	90,508	85,640	79,775	3,592	3,382	3,319	3,172	4,000	2,360	0
2,284	70,000	2	1	2	29	0	0	2	2	0	0	47,310	51,047	51,727	50,594	51,823	54,093	4,500	1,813	0	2,046	3,300	900	0
2,285	50,000	2	3	1	49	0	0	-1	-1	-1	-1	33,782	35,650	390	390	46,310	0	4,000	390	390	46,310	0	0	1
2,286	180,000	1	1	1	37	-1	0	0	0	0	0	121,915	116,093	99,267	74,324	47,642	37,957	7,416	7,038	7,000	6,000	5,000	5,000	0
2,287	50,000	1	2	2	27	1	3	2	2	0	0	41,322	40,383	42,413	41,434	45,567	61,595	0	3,000	0	5,000	20,000	0	0
2,288	230,000	2	2	2	33	0	0	0	0	0	0	232,796	233,564	235,149	166,637	165,699	163,858	9,000	9,500	6,000	6,150	6,000	10,500	0
2,289	70,000	1	2	2	28	1	2	0	0	0	0	35,155	26,598	22,793	23,156	24,810	27,433	23	1,637	1,000	2,000	3,007	3,014	0
2,290	30,000	1	3	2	39	0	0	0	0	0	0	10,178	14,491	15,504	15,812	16,143	16,606	4,491	1,257	565	585	730	1,000	1
2,291	10,000	1	3	3	54	1	2	0	0	0	0	8,210	7,936	8,792	9,117	9,305	9,504	0	1,146	471	483	502	460	0
2,292	90,000	1	3	1	35	1	-1	2	2	-1	2	0	800	400	0	950	400	800	0	0	950	0	0	0
2,293	80,000	2	3	1	43	2	2	3	3	2	3	68,152	71,459	73,690	71,908	76,294	74,788	5,000	4,000	0	5,700	0	0	1
2,294	360,000	2	1	1	46	1	-1	2	2	-1	-1	-200	2,716	200	0	12,140	42,424	2,916	0	0	12,140	42,424	19,825	0
2,295	150,000	2	1	2	29	-1	2	2	-1	2	-1	766	515	-150	974	269	191	0	85	1,124	0	191	591	1
2,296	200,000	2	1	1	32	1	2	2	-2	-2	-2	25,830	780	0	0	0	0	0	0	0	0	0	0	0
2,297	300,000	2	3	2	38	0	0	0	0	-1	-1	35,103	43,782	44,508	67,484	500	7,391	10,000	6,000	30,000	500	7,391	7,000	0
2,298	500,000	1	1	1	37	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,299	210,000	1	1	2	27	-1	0	0	0	0	0	25,025	25,336	26,029	26,816	21,116	10,721	5,000	4,000	5,000	3,000	3,000	3,500	0
2,300	80,000	2	2	2	33	0	-1	-1	0	-1	-1	17,254	811	1,533	722	811	337	1,000	1,533	0	900	337	1,000	0

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