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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
2,401	180,000	1	2	1	30	-1	-1	-1	-1	-1	-1	220	4,680	0	7,500	4,100	0	4,686	0	7,500	4,100	0	4,500	0
2,402	330,000	2	1	1	29	-1	-1	-1	0	0	0	730	213	2,368	3,368	1,377	0	213	2,368	1,000	190	0	0	0
2,403	80,000	2	2	2	29	1	2	2	2	2	2	54,033	52,595	56,709	55,201	69,270	70,582	0	5,000	0	15,000	2,600	0	0
2,404	320,000	1	1	2	32	-1	2	-1	-1	-2	-2	752	169	1,940	0	0	0	0	1,948	0	0	0	0	1
2,405	20,000	1	2	2	38	-1	-1	-1	0	0	-1	10,462	3,327	19,305	17,748	8,269	1,074	10,287	19,305	355	0	1,074	0	0
2,406	50,000	2	3	2	43	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
2,407	210,000	2	3	1	40	0	0	0	0	0	0	201,169	210,942	214,523	138,786	140,918	144,099	16,286	10,011	5,000	6,000	6,000	6,000	0
2,408	420,000	1	2	2	31	2	2	0	0	2	0	239,293	90,568	88,997	93,971	92,203	93,059	0	3,500	6,600	0	4,000	3,000	1
2,409	210,000	2	2	2	35	-2	-2	-2	-2	-2	-2	2,593	0	0	0	1,849	12,837	0	0	0	1,849	12,837	4,201	0
2,410	160,000	2	2	1	42	0	0	0	0	0	0	35,815	38,023	40,180	41,318	42,605	43,857	3,000	3,000	2,000	2,000	2,000	2,000	0
2,411	20,000	2	1	2	25	0	0	0	0	0	0	17,776	18,886	19,551	18,964	19,676	20,116	1,700	1,300	662	1,000	747	602	0
2,412	360,000	1	1	2	35	-1	-1	-1	-1	-2	-1	2,010	2,936	640	0	0	4,750	2,936	640	0	0	4,750	1,470	0
2,413	30,000	1	2	3	50	2	0	0	0	0	0	11,479	12,981	14,450	14,903	16,500	18,715	2,000	2,000	693	2,000	2,500	668	1
2,414	50,000	1	2	2	27	1	-1	0	0	0	0	-697	48,266	47,194	48,224	49,416	50,126	49,900	1,800	1,700	1,857	2,474	469	0
2,415	30,000	1	2	1	38	1	-1	-1	-1	-1	-2	0	2,281	3,666	2,713	0	0	2,281	3,666	2,713	0	0	0	1
2,416	30,000	2	2	2	24	0	0	0	0	0	0	28,008	29,549	30,298	30,046	29,880	27,039	2,000	2,000	900	1,000	2,000	0	0
2,417	280,000	2	2	2	24	-1	-1	0	0	-1	-1	1,006	1,853	2,657	1,416	2,706	1,229	1,855	1,422	7	2,719	1,235	3,831	0
2,418	30,000	2	3	2	24	2	0	0	2	2	0	30,279	30,428	30,485	31,012	30,402	30,195	1,500	2,700	1,300	0	1,117	1,353	1
2,419	20,000	1	2	2	33	0	0	0	0	0	2	12,518	12,889	9,638	8,878	6,474	2,771	1,300	1,000	1,000	500	0	0	0
2,420	300,000	2	1	1	51	0	0	0	0	0	0	108,639	85,818	90,069	85,008	83,983	50,257	4,107	7,346	65,000	2,500	2,022	1,800	0
2,421	180,000	2	1	2	35	-1	3	2	0	-1	2	1,880	1,702	1,196	870	3,028	2,508	0	0	0	3,028	0	326	0
2,422	20,000	2	2	1	24	4	3	2	2	2	2	16,549	16,002	16,047	15,492	16,739	16,320	0	600	0	1,500	0	2,000	1
2,423	80,000	2	3	1	39	0	0	0	-2	-1	-1	4,948	3,804	0	0	1,715	0	1,000	0	0	1,715	0	0	0
2,424	20,000	2	2	1	47	0	0	0	0	0	0	19,553	18,092	18,175	19,000	20,000	0	1,417	2,000	3,005	2,000	0	0	0
2,425	60,000	1	1	2	29	0	0	0	0	0	-1	31,462	31,499	16,773	11,568	9,727	3,832	6,037	5,084	6,000	4,000	3,832	3,065	0
2,426	20,000	1	2	2	22	0	0	2	2	2	0	18,743	19,879	18,872	21,178	20,329	20,853	3,000	0	3,000	0	1,000	400	0
2,427	30,000	2	3	1	67	1	2	0	0	0	0	30,734	28,092	29,112	29,555	28,536	29,252	0	1,800	1,200	1,083	1,200	1,250	0
2,428	50,000	1	1	2	33	1	2	2	0	0	2	26,957	28,230	27,483	27,728	29,681	29,053	2,000	0	1,000	2,400	0	2,400	1
2,429	80,000	1	1	1	47	0	-1	-1	0	-1	-1	49,735	25,144	7,905	7,905	20,616	7,727	25,144	8,000	0	20,616	7,727	6,191	0
2,430	170,000	2	2	2	24	-1	-1	2	0	0	-1	1,166	4,144	3,889	4,889	4,139	430	3,000	0	1,000	0	1,000	17,342	1
2,431	160,000	1	1	1	36	-1	-1	-1	-1	-1	-1	816	316	316	316	316	316	316	316	316	316	316	316	1
2,432	130,000	1	1	2	27	1	2	2	2	-2	-1	60,024	58,104	54,976	-3,518	-1,285	1,601	4,000	0	1,580	1,580	3,202	0	0
2,433	30,000	2	2	1	34	2	2	2	2	0	0	31,746	32,743	32,931	30,727	29,679	30,088	1,800	1,100	0	1,000	2,327	0	1
2,434	100,000	2	1	2	36	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	0	7,600	0	0	0
2,435	120,000	2	2	2	25	3	3	2	2	2	2	87,057	84,821	85,194	76,326	75,122	75,011	0	2,700	2,500	3,200	2,500	0	1
2,436	150,000	2	1	1	49	-1	-1	-2	-1	-1	-1	850	0	0	31,106	0	1,505	0	0	31,106	0	1,505	997	1
2,437	100,000	2	3	1	24	1	2	0	0	0	0	56,341	54,869	67,965	73,871	79,707	85,433	0	14,130	7,065	7,065	7,065	0	1
2,438	30,000	1	2	2	24	2	0	0	0	2	2	25,851	26,912	27,535	29,175	28,625	30,383	1,779	1,402	2,042	0	2,192	0	1
2,439	160,000	2	2	2	45	-2	-2	-2	-2	-2	-2	2,057	2,147	1,945	1,934	2,045	1,938	2,147	1,945	1,934	2,056	1,938	2,544	0
2,440	120,000	2	3	1	48	-2	-2	-2	-2	-2	-2	2,468	7,869	506	2,097	758	2,005	7,890	506	2,097	758	2,005	360	0
2,441	160,000	2	1	2	40	-1	0	0	-2	-2	-2	67,925	69,771	73,233	72,328	74,234	75,500	3,509	5,824	0	2,204	2,000	0	0
2,442	340,000	2	1	1	35	1	-1	-1	-1	-2	-1	-8	1,722	1,684	-15	-15	3,016	1,730	1,692	0	0	3,031	0	1
2,443	240,000	1	3	1	55	0	0	0	0	0	0	25,631	27,047	26,654	28,065	29,503	32,042	2,500	2,000	2,000	2,000	3,000	2,000	0
2,444	30,000	2	3	1	42	1	2	0	0	0	0	30,607	29,849	30,653	28,410	29,068	30,383	10	2,000	2,000	2,000	2,000	3,000	0
2,445	50,000	1	2	1	54	0	0	0	2	0	0	47,872	48,802	50,214	19,321	19,867	20,384	2,000	2,456	0	1,000	1,000	1,000	0
2,446	200,000	1	2	2	25	1	-2	-2	-1	0	0	0	0	0	1,517	48,669	49,635	0	0	1,517	48,000	1,775	1,992	1
2,447	80,000	2	2	2	44	0	0	0	-1	-1	-1	17,047	11,885	8,254	5,144	15,365	2,250	1,435	1,350	5,144	15,365	2,250	2,690	0
2,448	50,000	2	2	2	41	2	2	2	2	2	2	5,025	4,805	46,295	46,885	47,535	45,994	0	42,000	1,600	1,500	2,000	2,000	1
2,449	130,000	2	2	1	29	0	0	0	0	0	0	18,157	16,520	15,709	13,209	14,166	14,025	2,000	1,010	1,003	2,040	2,000	1,000	0
2,450	290,000	1	1	1	57	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,451	30,000	2	3	1	44	0	0	0	0	0	0	27,631	29,179	30,146	26,371	27,567	30,114	2,000	1,500	933	2,000	3,000	1,000	1
2,452	340,000	1	3	1	40	0	0	0	0	0	0	77,181	59,873	60,396	63,720	65,211	60,053	5,305	3,000	5,000	3,000	5,000	6,000	0
2,453	180,000	2	1	2	28	-1	-1	-1	-1	0	-1	651	1,883	651	2,688	1,000	2,253	1,883	651	2,688	20	2,253	9,816	0
2,454	60,000	2	1	2	23	0	0	2	0	0	0	59,423	63,347	61,183	29,052	29,087	27,296	5,500	146	1,500	1,200	1,500	1,500	0
2,455	390,000	2	1	2	25	-1	0	0	0	0	0	83,514	79,730	64,171	58,767	54,224	51,667	4,013	4,000	2,100	2,000	3,000	1,200	0
2,456	460,000	1	1	1	35	0	0	0	0	0	0	384,919	393,029	394,483	338,220	347,753	356,161	15,045	16,017	13,000	15,000	15,025	7,002	0
2,457	500,000	1	1	1	51	0	0	0	0	0	0	396,402	395,484	333,041	294,173	300,616	266,973	14,034	15,040	12,018	15,028	10,038	10,018	0
2,458	30,000	2	2	1	44	-1	2	2	2	2	2	8,347	9,560	9,258	11,096	11,165	10,837	1,500	0	2,000	392	0	2,000	0
2,459	80,000	2	2	2	25	1	2	2	2	2	2	28,789	31,026	31,401	31,986	32,468	31,794	2,998	1,183	1,400	1,139	0	1,178	0
2,460	250,000	2	2	1	41	-1	-1	-1	-1	-2	-2	37,137	51,803	4,997	0	0	0	51,811	9,544	0	0	0	0	0
2,461	280,000	2	1	2	26	0	0	0	0	0	0	146,130	120,750	105,492	104,061	105,202	107,143	5,042	4,000	4,000	4,000	4,368	4,000	0
2,462	30,000	2	2	2	26	2	2	2	2	2	2	25,615	29,849	31,034	28,071	29,978	29,365	5,000	2,000	0	2,500	0	600	1
2,463	30,000	1	1	2	28	2	0	0	0	0	0	22,329	23,665	47,968	24,784	25,784	2,901	2,000	1,400	2,000	1,000	1,000	1,000	1
2,464	20,000	1	2	2	27	1	3	2	2	2	2	19,443	18,851	19,248	18,648	20,040	19,464	0	1,000	0	2,000	0	817	1
2,465	380,000	2	3	1	56	-2	-2	-2	-2	-2	-2	0	1,349	5,947	16,735	6,444	0	1,349	5,957	16,735	6,444	0	7,699	1
2,466	100,000	2	3	1	29	4	3	2	0	0	-1	175,441	153,992	132,132	114,431	116,766	95,961	0	0	0	2,335	102,075	0	1
2,467	180,000	1	2	2	32	-1	-1	-1	-1	-1	-1	1,071	1,671	1,981	4,241	4,542	5,261	1,671	1,981	4,241	4,542	5,261	4,731	1
2,468	80,000	2	1	2	25	0	0	0	0	0	0	3,409	4,489	5,345	5,454	5,598	178	1,144	1,000	109	144	0	0	0
2,469	220,000	1	1	2	31	0	0	0	0	0	0	163,148	158,197	158,956	157,953	157,098	157,099	5,725	5,971	5,846	5,887	5,802	5,895	0
2,470	170,000	2	2	2	26	0	0	0	0	0	0	141,476	143,850	134,502	122,186	122,506	117,121	5,113	4,514	4,376	4,432	4,142	3,455	0
2,471	140,000	2	1	2	29	2	2	2	2	2	2	97,905	100,152	100,772	101,562	103,214	88,085	4,700	3,200	3,500	3,193	0	2,304	1
2,472	20,000	1	1	2	29	2	2	3	2	2	2	10,512	12,044	11,562	11,080	11,700	12,357	2,000	0	0	800	1,000	500	1
2,473	100,000	2	3	1	38	0	0	0	0	0	0	62,427	63,922	65,864	66,578	69,503	72,346	2,500	3,000	2,400	4,000	4,000	4,000	0
2,474	50,000	2	3	1	47	0	0	0	0	0	0	32,516	32,774	33,597	29,105	26,154	27,699	1,870	1,693	1,106	1,473	3,000	2,507	0
2,475	300,000	2	2	2	30	-1	-1	-1	-1	2	-1	2,186	0	290	707	161	7,705	0	290	1,209	0	7,705	3,798	0
2,476	30,000	2	3	2	25	0	0	0	0	2	2	26,769	27,138	28,122	29,139	28,534	30,360	1,500	1,447	3,000	0	2,300	0	0
2,477	50,000	1	3	1	53	0	0	0	0	0	0	49,696	50,893	50,532	19,632	18,573	17,212	2,000	2,000	1,000	763	626	3,639	0
2,478	160,000	1	2	2	37	-1	-1	0	0	0	0	3,090	52,125	26,325	29,638	35,474	38,190	52,165	5,000	7,000	8,000	5,000	1,200	0
2,479	80,000	1	2	2	27	0	0	0	0	2	0	45,920	47,186	46,882	49,170	48,269	49,121	5,013	5,000	4,000	0	2,002	1,692	0
2,480	140,000	2	2	1	28	0	0	0	0	0	0	132,070	134,766	106,450	106,422	104,337	106,886	6,000	4,000	4,000	4,000	4,300	3,600	0
2,481	20,000	1	2	2	23	1	2	0	0	0	0	19,403	18,541	19,254	19,456	19,323	19,265	0	1,298	1,000	692	766	998	1
2,482	50,000	1	3	1	51	-1	-1	-1	-1	-1	0	17,453	7,802	22,214	4,985	6,551	7,117	8,338	22,232	4,985	6,551	5,000	5,000	0
2,483	200,000	2	1	2	34	1	-2	-2	-1	2	2	0	0	0	347	197	2,917	0	0	347	0	2,720	0	1
2,484	80,000	2	2	1	23	-2	-2	-2	-2	-2	-2	780	0	390	390	390	540	0	390	390	390	540	390	1
2,485	80,000	2	2	2	27	1	2	2	0	0	0	81,635	83,465	81,472	82,332	84,067	78,510	3,716	0	2,989	3,105	2,973	2,830	0
2,486	210,000	2	1	2	39	-1	-1	-1	-1	-2	-2	6,000	0	2,880	0	0	0	0	2,880	0	0	0	0	0
2,487	260,000	1	2	1	28	0	0	0	-1	-1	-1	26,303	9,408	5,082	7,732	1,379	-8	5,030	2,025	7,770	1,385	0	1,775	0
2,488	200,000	1	2	1	46	1	-1	-1	-1	-1	-1	0	552	2,523	2,327	2,308	0	552	2,531	2,327	2,308	0	0	1
2,489	110,000	2	2	1	33	2	2	2	2	2	0	110,327	112,130	108,533	112,475	108,976	108,385	5,332	0	7,800	0	4,428	3,863	1
2,490	10,000	1	2	2	23	0	0	0	0	2	2	5,857	6,722	8,305	9,405	9,100	13,392	1,117	1,700	1,230	0	761	0	0
2,491	200,000	1	1	2	30	0	0	2	0	0	2	91,936	94,698	77,034	64,886	71,957	66,658	7,500	0	1,500	10,000	2,000	0	0
2,492	300,000	1	1	2	31	-1	-1	-1	-1	-1	-1	360	360	360	360	980	360	360	360	360	980	360	3,420	1
2,493	360,000	2	1	1	39	-1	-1	-1	-1	-2	-2	7,001	1,224	394	-6	-6	2,199	1,224	394	6	0	2,205	401	0
2,494	290,000	2	2	1	32	0	0	0	0	0	0	78,200	79,726	80,890	81,615	75,661	77,012	3,700	3,600	3,000	3,000	3,000	3,000	0
2,495	30,000	1	3	1	26	1	2	0	0	0	0	30,814	29,551	24,034	21,155	18,413	0	0	1,500	1,150	900	0	0	1
2,496	300,000	1	1	1	47	-2	-2	-2	-2	-1	-1	0	225	4,019	4,509	7,155	5,778	225	4,019	3,860	5,000	5,778	23,978	0
2,497	300,000	2	1	2	28	-1	-1	-1	-1	-1	-1	986	2,939	27,754	10,534	1,954	2,140	2,964	27,968	10,597	1,954	2,140	390	0
2,498	210,000	2	3	2	45	-2	-2	-1	-1	-2	-2	316	312	2,368	316	316	316	312	2,376	316	316	316	8,611	0
2,499	50,000	1	3	1	36	0	0	0	0	0	0	74,969	76,012	77,330	70,579	63,751	56,977	2,846	2,671	2,396	2,177	2,146	2,055	1
2,500	340,000	2	1	2	26	0	0	0	0	0	0	337,871	311,076	156,674	129,651	126,192	94,722	11,208	5,000	23,809	4,136	3,600	3,169	0

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