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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
26,201	200,000	2	1	2	27	-1	-1	-2	-2	-1	-1	134	0	0	0	101	0	0	0	0	101	0	0	0
26,202	70,000	2	2	1	48	0	0	0	0	0	0	20,744	22,093	23,432	24,217	19,108	19,649	2,000	2,000	1,500	1,000	1,000	1,000	0
26,203	320,000	2	2	2	31	-2	-2	-2	-2	-2	-2	3,615	3,707	5,406	3,144	1,644	1,925	3,707	5,406	3,157	1,644	1,925	0	0
26,204	210,000	2	1	2	33	-2	-2	-2	-2	-2	-2	1,723	0	0	0	0	0	0	0	0	0	0	0	0
26,205	130,000	2	1	2	27	0	0	0	0	0	0	36,487	37,029	35,595	36,200	34,081	31,542	3,000	3,000	3,000	2,000	3,000	3,000	0
26,206	80,000	2	2	1	27	-1	-1	-1	-1	-1	-2	390	390	0	780	0	0	390	390	780	0	0	0	0
26,207	370,000	2	2	1	47	-2	-2	-2	-2	-2	-1	1,859	2,232	4,556	4,333	2,504	3,431	2,243	4,578	4,354	2,516	3,438	37,467	0
26,208	180,000	2	3	1	36	0	0	0	-1	0	0	8,911	5,838	-2	120,442	90,430	92,325	1,034	2	120,444	3,236	3,352	3,897	0
26,209	310,000	2	1	1	43	0	0	0	0	0	0	66,140	66,637	68,131	68,585	68,657	55,457	6,000	10,000	3,018	4,000	3,000	3,000	0
26,210	280,000	2	2	2	27	1	-2	-2	-1	-1	-1	0	0	0	479	2,463	1,457	0	0	479	2,477	1,467	574	0
26,211	150,000	2	2	1	27	-1	-1	0	0	0	0	1,108	143,813	149,350	149,984	130,610	121,793	147,314	7,752	6,046	2,753	5,583	6,700	0
26,212	180,000	2	1	1	29	1	2	0	0	0	0	36,537	35,655	37,767	39,065	41,967	43,189	0	3,000	2,000	3,500	3,500	5,900	0
26,213	140,000	2	1	2	31	-1	-1	-1	-1	-1	-1	7,695	1,680	1,771	5,500	3,615	700	1,680	1,771	5,500	3,615	700	1,404	0
26,214	430,000	2	1	2	34	-1	-1	-1	2	-1	-1	180	1,654	15,718	7,370	4,423	2,544	1,662	15,783	52	4,445	2,556	3,321	0
26,215	360,000	2	1	2	37	-2	-2	-2	-2	-2	-2	268	257,074	66,458	0	0	0	260,416	72,200	0	0	0	0	0
26,216	240,000	2	1	1	42	-1	2	-1	-1	0	-1	2,108	1,386	17,601	1,410	705	705	0	17,601	2,115	0	705	4,000	0
26,217	140,000	2	2	2	30	3	2	2	2	-1	-1	3,043	4,168	1,420	0	49	49	1,423	2	0	49	0	0	1
26,218	200,000	2	1	1	34	-1	2	-1	0	0	0	860	430	3,130	7,585	11,056	97,451	0	3,130	5,000	4,000	90,000	15,000	0
26,219	80,000	2	2	1	37	0	0	0	0	0	0	81,218	74,073	68,763	69,192	70,574	70,470	2,527	3,691	2,337	2,512	2,743	2,463	1
26,220	100,000	2	2	2	38	0	0	0	0	0	0	96,707	89,842	82,669	70,018	57,847	43,618	4,070	4,025	2,511	1,523	1,292	1,236	0
26,221	210,000	2	1	1	40	-1	-1	-1	-1	-1	-1	316	316	316	316	316	876	316	316	316	316	876	1,026	0
26,222	250,000	2	2	1	37	1	-2	-1	-1	-1	-1	0	0	9,737	790	20,750	0	0	9,737	790	20,750	0	0	0
26,223	50,000	2	3	1	38	0	0	0	0	0	0	50,312	50,145	49,386	19,818	18,540	19,109	6,000	3,120	4,300	1,000	1,000	1,000	0
26,224	400,000	2	1	1	28	-1	-1	-1	-1	-1	0	8,716	211	4,168	4,049	4,566	2,578	211	4,188	4,061	4,586	12	3,837	0
26,225	150,000	2	2	2	37	0	0	0	0	0	0	6,039	5,837	8,770	8,740	2,323	5,307	3,000	3,014	3,086	2,000	3,003	3,000	0
26,226	280,000	2	2	2	39	0	0	0	0	0	0	123,997	126,272	126,953	106,551	99,592	100,607	5,600	5,400	5,006	3,250	3,400	3,500	0
26,227	100,000	2	2	1	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,228	610,000	2	1	2	38	0	0	0	0	0	0	608,594	624,475	632,041	516,575	454,845	456,596	26,868	22,375	17,221	15,300	16,000	18,000	0
26,229	120,000	2	2	2	30	0	0	0	0	0	0	121,280	123,176	121,907	123,949	112,430	114,322	6,026	6,000	6,300	4,000	4,300	4,322	0
26,230	180,000	2	2	2	44	0	0	0	0	0	0	23,611	24,651	25,631	23,609	24,529	25,095	1,436	1,416	2,150	1,500	1,000	1,000	0
26,231	270,000	2	3	1	47	-1	-1	-1	2	2	-2	123	123	123	123	0	0	123	123	0	0	0	0	1
26,232	110,000	2	3	1	36	0	0	0	0	0	0	114,097	109,609	87,374	49,525	49,225	48,968	5,620	9,860	1,741	1,702	1,736	1,894	0
26,233	90,000	2	3	1	40	0	0	0	0	0	0	90,483	90,944	90,720	82,735	50,185	50,563	4,000	3,700	3,534	2,000	1,820	2,200	0
26,234	120,000	2	1	2	48	0	0	0	0	-2	-1	96,183	99,575	102,650	0	0	30,900	5,000	5,000	0	0	30,900	30,900	0
26,235	50,000	2	3	1	35	2	2	4	3	2	0	48,115	53,019	51,924	50,794	49,376	50,185	6,000	0	1	1	1,915	2,000	1
26,236	160,000	2	3	2	32	-1	-1	-1	-1	-1	-1	1,375	3,503	2,688	2,142	7,139	1,872	3,645	2,688	2,142	7,139	1,872	10,573	1
26,237	500,000	2	2	1	48	0	0	0	0	0	0	79,640	75,362	73,547	47,274	46,454	41,906	3,017	3,020	2,010	2,035	3,014	3,045	0
26,238	440,000	2	2	2	28	0	0	0	0	0	0	412,962	409,812	393,255	370,202	258,387	255,740	15,000	20,000	15,305	10,070	15,037	10,052	0
26,239	330,000	2	2	1	31	-1	0	-1	-1	-1	-1	1,732	1,349	1,366	1,383	1,383	1,383	1,000	1,400	1,400	1,383	1,383	851	0
26,240	200,000	2	2	2	33	0	0	0	0	0	0	64,932	66,223	68,261	69,133	70,689	72,201	2,365	3,100	2,600	2,700	2,800	2,700	0
26,241	250,000	2	2	2	33	0	0	0	0	0	0	147,934	149,485	152,678	157,337	159,719	163,649	5,500	5,600	7,200	6,500	6,500	6,000	0
26,242	140,000	2	2	1	37	0	0	0	0	0	0	58,081	51,013	54,343	27,537	9,751	12,569	5,000	5,000	5,000	3,000	3,000	5,000	0
26,243	260,000	2	1	1	36	0	0	0	0	0	0	203,755	210,668	182,863	166,437	184,000	146,518	15,000	10,000	15,000	20,000	5,000	20,000	0
26,244	60,000	2	1	1	45	1	2	0	0	2	0	58,360	56,834	58,322	59,781	8,177	7,757	0	3,000	3,100	0	1,000	500	1
26,245	500,000	2	1	1	37	0	0	0	0	0	0	501,369	505,753	395,522	312,315	265,742	248,866	17,204	13,173	10,143	7,519	8,866	7,154	0
26,246	130,000	2	2	2	30	0	0	0	0	0	0	114,838	111,226	104,301	84,132	79,043	78,205	4,224	4,415	3,600	5,800	2,000	2,005	0
26,247	80,000	2	2	1	30	1	2	2	2	0	0	69,942	68,219	75,688	73,563	43,255	35,852	0	8,600	0	1,600	1,300	1,300	1
26,248	150,000	2	2	2	44	0	0	0	0	0	0	37,050	39,471	41,515	43,879	44,446	45,394	3,000	2,636	3,000	1,528	1,600	2,000	0
26,249	120,000	2	1	1	31	-1	-1	-1	-1	-1	-1	1,680	17,749	4,748	7,002	202	345	17,749	4,748	7,020	559	500	1,660	0
26,250	90,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,251	210,000	2	1	0	31	-1	-1	-1	0	0	0	1,332	3,825	33,515	78,075	109,374	108,869	3,848	33,515	48,075	39,374	1,000	1,357	0
26,252	280,000	2	1	1	45	-2	-2	-2	-2	-2	-2	26,573	17,597	22,284	20,232	17,567	20,027	18,388	22,302	20,274	17,567	20,027	17,025	0
26,253	240,000	2	1	2	28	-2	-2	-2	-2	-2	-2	1,981	-2,076	-2,076	-2,076	-2,076	-253	0	0	0	0	1,823	0	0
26,254	230,000	2	2	2	29	-2	-1	-1	-1	-1	-1	0	4,375	1,225	401	2,460	804	4,375	1,225	401	2,460	804	708	0
26,255	30,000	2	2	1	29	0	0	0	0	0	-1	28,620	28,276	28,841	28,547	11,581	17,943	1,453	1,700	1,000	232	17,943	0	0
26,256	60,000	2	2	1	29	0	0	0	0	0	0	63,578	61,347	57,138	51,026	24,213	5,295	2,188	2,285	1,429	169	426	29,350	0
26,257	360,000	2	1	1	30	-1	0	-1	-1	-1	-1	13,395	28,327	6,257	2,967	1,550	0	20,460	6,257	2,967	1,550	0	1,550	0
26,258	90,000	2	1	2	33	0	0	0	0	0	0	55,937	57,107	59,753	61,755	63,629	54,423	2,100	4,000	3,000	3,000	2,323	2,000	0
26,259	180,000	2	1	1	33	-1	-1	-1	-1	-1	-1	4,520	1,449	1,730	2,215	1,525	1,050	1,453	1,731	2,215	1,525	1,050	1,440	0
26,260	10,000	2	3	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,261	210,000	2	1	1	34	-1	-1	-1	-1	-2	-2	2,501	639	699	0	0	0	639	699	0	0	0	0	1
26,262	30,000	2	1	1	34	-2	-2	-2	-2	-2	-2	3,275	5,000	5,235	5,000	2,100	1,970	5,000	5,235	5,000	2,100	1,970	2,000	0
26,263	200,000	2	1	2	34	-1	-1	-1	-1	0	0	8,177	1,989	382	10,383	7,030	0	2,453	382	10,383	0	3,036	0	0
26,264	90,000	2	2	1	32	0	0	0	0	0	0	88,729	88,533	91,001	90,661	51,620	52,668	3,500	3,908	4,328	2,100	2,500	1,308	0
26,265	50,000	2	3	1	44	0	0	0	0	0	0	45,858	46,315	47,435	48,290	49,257	49,345	2,000	1,865	1,720	1,687	1,732	2,007	0
26,266	30,000	2	2	1	46	1	2	0	0	0	0	26,840	25,311	25,906	25,494	24,986	24,915	0	1,804	1,200	500	737	0	0
26,267	220,000	2	1	2	35	-1	-1	-1	-1	-1	-1	5,564	7,443	5,572	5,572	5,572	5,774	7,479	5,600	5,600	5,600	5,802	3,279	0
26,268	500,000	2	2	1	46	0	0	-1	-1	0	0	16,400	886	21,803	90,182	79,310	68,380	886	21,831	90,182	2,500	2,380	2,772	0
26,269	60,000	2	3	1	47	0	0	0	0	0	0	33,867	35,303	36,032	37,431	37,863	38,954	2,000	1,601	2,000	1,354	1,700	1,010	0
26,270	110,000	2	2	1	41	0	0	0	0	0	0	104,740	102,165	98,160	57,257	54,863	53,510	5,000	5,045	7,021	7,000	5,000	3,000	0
26,271	360,000	2	3	1	43	-2	-2	-1	-1	-2	-2	4,392	0	2,050	754	0	0	0	2,050	754	0	0	1,738	1
26,272	30,000	2	3	2	42	0	0	0	2	0	0	26,300	26,295	26,167	25,413	25,122	20,448	1,700	3,102	1,000	1,015	700	1,000	0
26,273	300,000	2	2	1	38	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,274	490,000	2	1	1	36	-2	-2	-2	-2	-2	-2	1,886	9,444	3,180	7,715	6,507	3,424	9,480	3,182	7,779	6,517	3,434	5,132	0
26,275	210,000	2	1	1	36	-1	-1	0	0	-1	-1	1,630	25,903	21,313	0	1,515	556	25,903	1,000	0	1,515	556	19,964	0
26,276	280,000	2	1	1	37	-1	-1	-1	-1	0	0	733	168	786	1,028	889	698	168	786	1,028	698	0	0	0
26,277	60,000	2	2	1	36	-1	2	2	2	2	2	1,577	2,498	3,309	3,606	3,400	3,844	1,100	1,000	500	0	500	0	0
26,278	490,000	2	2	1	38	-2	-2	-2	-2	-2	-2	0	0	0	0	163	1,256	0	0	0	163	1,256	1,000	0
26,279	50,000	2	3	1	45	0	0	0	0	0	0	4,151	5,162	6,184	7,194	7,336	7,490	1,088	1,110	1,120	262	272	273	1
26,280	200,000	2	2	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	2,865	0
26,281	70,000	2	1	2	43	3	2	2	2	0	0	56,994	57,964	59,452	57,771	44,043	45,175	2,500	3,000	17	2,000	2,000	2,000	0
26,282	260,000	2	2	2	29	0	0	0	0	0	0	16,496	15,610	7,486	5,692	5,206	6,159	8,027	3,000	3,000	3,000	1,000	2,000	0
26,283	460,000	2	2	1	40	0	0	0	0	0	0	133,102	126,956	126,758	121,857	122,830	90,219	5,015	5,032	4,407	4,040	3,001	3,109	0
26,284	200,000	2	3	1	41	-1	-1	-1	-1	-1	2	3,000	187	1,306	3,142	3,332	1,686	187	1,306	3,332	1,686	0	1,496	0
26,285	320,000	2	2	1	42	-1	-1	-2	-2	-2	-2	8,144	0	0	0	0	0	0	0	0	0	0	0	1
26,286	230,000	2	3	3	48	0	0	0	0	0	0	41,134	50,379	54,556	58,624	59,848	68,828	10,000	5,000	5,000	2,197	10,000	5,000	0
26,287	350,000	2	1	1	30	0	0	0	0	0	0	43,548	39,873	52,449	53,581	45,320	43,421	15,000	15,000	6,000	1,013	1,445	5,000	0
26,288	230,000	2	1	1	31	0	0	0	0	0	0	15,704	11,952	13,442	16,164	9,908	9,592	2,000	2,000	3,418	0	0	0	0
26,289	20,000	2	3	2	47	1	2	0	0	0	0	16,289	15,735	18,164	19,143	20,143	20,446	0	3,000	1,600	1,600	1,800	1,000	1
26,290	230,000	2	2	1	43	0	0	0	0	0	0	41,435	42,106	43,532	44,504	44,267	45,564	1,674	3,000	2,011	1,574	2,000	2,000	0
26,291	80,000	2	2	1	35	0	0	-1	-1	-1	-1	15,234	15,372	2,783	2,501	0	194	3,000	2,783	2,501	0	194	756	0
26,292	110,000	2	2	1	40	0	0	0	0	0	0	93,466	87,748	109,517	107,403	81,794	78,463	4,438	76,000	5,000	4,000	3,000	5,000	0
26,293	360,000	2	1	1	30	-2	-2	-1	-1	-1	-1	323	1,986	196	2,855	0	463	1,986	196	2,855	0	463	430	0
26,294	80,000	2	2	2	34	1	-2	-1	-1	-1	0	-3	-3	1,266	1,347	2,495	1,248	0	1,269	1,351	2,498	3	0	0
26,295	350,000	2	2	1	35	-1	-1	2	-1	-1	-1	439	884	421	267	575	932	884	0	267	575	932	0	1
26,296	70,000	2	2	1	47	0	0	0	0	0	-2	136,809	118,811	52,953	53,696	11,790	12,045	3,158	10,000	2,446	11,790	430	423	0
26,297	360,000	2	3	2	29	-1	-1	-1	-1	0	0	4,887	4,982	4,851	3,255	8,255	8,411	5,005	4,851	4,784	5,000	3,000	2,000	0
26,298	240,000	2	1	1	32	2	2	2	2	2	2	209,368	204,501	223,137	226,470	229,706	234,889	0	22,000	8,500	8,500	9,000	0	1
26,299	80,000	2	2	2	34	0	0	0	0	0	0	64,553	52,484	41,048	31,786	29,105	28,294	1,784	1,874	2,000	1,011	1,100	1,154	0
26,300	140,000	2	2	2	29	0	0	0	2	0	0	62,023	61,729	67,891	65,861	64,848	64,936	3,000	8,600	6	2,500	2,500	2,500	0

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