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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
25,401	20,000	2	1	2	24	2	0	0	0	0	0	18,466	15,946	16,327	17,970	18,819	16,642	1,500	1,500	2,000	1,000	1,000	1,000	1
25,402	90,000	2	1	2	24	0	0	0	0	0	0	69,542	64,610	62,725	57,716	43,970	36,415	2,366	4,000	3,000	2,000	3,480	15,000	0
25,403	80,000	2	2	1	27	0	0	0	0	0	0	77,039	78,746	79,757	40,498	29,212	29,621	2,984	2,449	1,612	798	1,307	359	1
25,404	20,000	2	2	1	28	0	0	0	0	0	0	6,064	7,076	8,169	8,956	8,956	0	1,120	1,213	1,000	0	0	0	0
25,405	240,000	2	1	2	28	0	0	0	0	0	0	203,850	203,979	204,712	205,344	152,992	140,128	7,500	8,000	8,400	6,000	5,200	5,000	0
25,406	150,000	2	1	2	27	-1	3	2	-1	-1	-1	942	616	290	326	740	17,481	0	0	362	740	17,481	1,000	1
25,407	100,000	2	1	2	27	0	0	0	0	0	0	40,576	41,876	42,699	44,020	44,588	45,521	1,977	1,800	2,032	1,600	1,652	1,734	1
25,408	150,000	2	2	1	24	1	-1	-1	-1	-1	-1	-122	16,711	8,004	521	3,776	165	16,924	8,004	521	3,776	165	356	0
25,409	50,000	2	1	2	27	0	0	0	0	-2	-2	45,190	45,277	44,941	0	0	0	5,277	4,941	0	0	0	0	0
25,410	260,000	2	1	2	27	0	0	0	0	0	0	109,588	111,132	112,014	107,404	46,866	11,950	5,000	5,000	3,000	2,000	433	1,000	0
25,411	140,000	2	1	2	27	0	0	0	0	0	0	128,656	126,785	129,752	132,554	268,084	137,061	6,000	6,500	6,500	5,000	5,000	5,568	0
25,412	30,000	2	1	2	24	-1	-1	0	0	0	-1	25,616	27,526	11,458	7,500	7,000	5,192	31,348	1,328	1,000	7,000	5,192	0	0
25,413	90,000	2	2	2	23	0	0	0	0	0	0	11,989	18,746	19,670	14,039	14,218	9,427	7,000	1,326	1,095	377	288	342	0
25,414	50,000	2	2	1	23	0	0	0	0	0	0	5,215	6,232	7,251	8,326	9,184	10,031	1,106	1,125	1,200	1,000	1,000	1,000	1
25,415	230,000	2	2	2	31	-1	-1	0	0	0	0	10,190	49,777	49,159	43,668	42,352	43,099	49,777	3,002	1,388	1,511	5,000	1,600	0
25,416	70,000	2	3	1	30	2	2	2	2	2	2	55,352	56,448	57,550	58,008	58,957	60,367	2,600	2,600	2,000	2,500	2,500	2,400	1
25,417	300,000	2	1	2	30	0	0	0	0	0	0	53,377	54,984	56,738	57,282	58,575	59,653	2,500	2,640	2,080	2,246	2,174	3,000	0
25,418	300,000	2	1	2	27	-1	-1	-1	-1	0	0	4,850	42,189	83,754	120,927	105,303	82,475	42,198	83,754	120,927	0	716	25,213	0
25,419	110,000	2	1	2	29	0	0	0	0	0	0	105,102	107,388	106,805	107,608	108,643	109,689	5,289	3,875	3,830	4,000	4,000	5,000	1
25,420	30,000	2	2	2	27	0	0	0	0	0	0	4,512	6,628	9,222	6,368	1,000	3,070	2,205	2,111	2,376	0	2,070	1,683	0
25,421	20,000	2	2	2	27	2	2	-2	-2	-1	-1	17,311	0	0	0	4,599	4,779	0	0	0	4,599	700	0	1
25,422	30,000	2	1	2	22	-1	-1	-1	-1	-1	-2	846	3,173	1,972	182	0	0	3,173	1,972	183	0	0	440	0
25,423	350,000	2	1	2	31	0	-1	0	0	0	0	49,184	20,738	47,631	51,451	35,104	0	20,738	27,689	21,451	2,000	0	20,602	0
25,424	200,000	2	1	2	30	-1	-1	-1	-1	-1	-1	10,225	9,468	30,250	5,215	90	5,690	9,468	30,250	5,215	90	6,198	2,440	0
25,425	200,000	2	1	2	31	-2	-2	-2	-2	-2	-2	10,742	165	1,295	0	0	0	165	1,295	0	0	0	0	0
25,426	50,000	2	2	1	26	0	0	0	0	0	0	41,891	33,849	30,220	30,235	28,979	23,593	1,781	2,016	1,450	1,314	814	978	0
25,427	100,000	2	2	2	26	2	2	0	0	0	0	88,728	86,405	88,636	83,516	39,871	39,626	0	3,639	2,347	3,901	1,327	530	1
25,428	140,000	2	2	2	26	0	0	0	-1	-1	-1	22,844	8,178	3,776	3,776	3,776	4,173	1,119	1,000	3,776	3,776	4,173	1,000	0
25,429	50,000	2	3	2	22	0	0	0	2	2	0	46,476	47,703	51,922	51,563	50,677	48,556	2,000	5,000	1,200	0	1,853	0	0
25,430	50,000	2	1	2	22	0	0	0	0	0	0	38,393	36,240	31,675	31,849	31,323	32,620	2,000	2,000	2,000	1,500	3,023	0	0
25,431	160,000	2	1	2	27	0	0	0	2	2	0	97,375	112,373	119,017	104,417	62,975	53,299	20,000	10,000	3,017	0	3,000	2,000	0
25,432	170,000	2	2	2	28	0	-1	0	0	0	0	30,860	167,941	171,459	173,310	240,738	135,722	304,815	8,000	8,127	4,810	5,000	5,400	0
25,433	160,000	2	1	2	28	0	0	0	0	0	0	40,854	41,849	42,889	43,904	44,777	45,866	1,676	1,716	1,731	1,604	1,812	1,667	0
25,434	100,000	2	3	2	28	3	2	2	5	5	4	1,250	1,250	1,250	1,250	1,250	650	0	0	0	0	0	0	0
25,435	100,000	2	1	2	29	0	0	0	0	0	0	94,378	95,809	93,076	91,241	62,242	9,565	6,000	5,000	4,000	4,000	1,000	1,000	0
25,436	200,000	2	2	2	23	0	0	-2	-2	-2	-2	61,650	0	0	0	0	0	0	0	0	0	0	0	1
25,437	360,000	2	1	2	27	0	0	0	0	0	0	297,275	307,394	314,534	289,355	274,484	247,998	20,000	15,000	19,355	10,000	10,000	10,000	0
25,438	160,000	2	1	2	27	0	0	0	0	0	-1	159,460	148,691	118,082	112,802	61,178	98,960	10,000	10,000	5,022	8,000	99,822	5,000	0
25,439	500,000	2	1	2	30	0	0	0	0	0	0	137,243	129,722	128,006	125,294	92,276	96,112	5,000	5,116	5,000	5,000	5,000	5,000	0
25,440	50,000	2	1	2	30	0	0	0	0	0	0	45,977	45,931	45,344	36,789	28,918	23,095	1,823	1,818	1,312	879	781	800	0
25,441	90,000	2	2	2	25	0	0	2	0	0	0	86,830	94,016	88,477	87,820	88,444	91,198	9,000	0	4,100	3,000	4,000	4,500	0
25,442	300,000	2	2	2	25	-2	-2	-2	-2	-2	-2	780	390	334	780	2,590	1,490	390	334	780	2,590	1,490	11,813	0
25,443	120,000	2	1	2	28	0	0	0	0	0	0	50,477	52,632	55,282	56,878	57,948	59,179	3,500	4,000	3,500	2,500	2,200	2,200	1
25,444	300,000	2	1	2	28	-1	-1	-1	-1	-2	-1	14,033	6,500	1,477	0	0	1,346	6,520	1,477	0	0	1,346	0	1
25,445	500,000	2	1	2	28	0	0	-1	0	0	0	19,543	21,788	19,323	33,146	39,741	53,516	5,110	19,623	15,000	7,000	14,122	20,000	0
25,446	50,000	2	2	1	28	0	0	0	0	0	0	15,314	16,327	17,366	18,325	17,365	17,964	1,269	1,308	1,267	605	862	1,000	0
25,447	20,000	2	2	1	26	0	0	0	0	0	0	18,141	17,718	18,058	18,623	15,692	15,215	1,600	1,700	1,509	1,000	670	740	0
25,448	240,000	2	1	2	27	0	0	-2	-2	-2	-2	118,175	0	0	0	0	0	0	0	0	0	0	0	0
25,449	210,000	2	2	2	27	0	0	0	0	0	0	46,066	38,952	29,735	15,381	12,475	10,535	1,951	3,034	3,000	3,000	3,000	92	0
25,450	50,000	2	3	1	24	1	-2	-1	0	0	0	-1,037	-1,037	49,024	49,806	30,212	30,419	0	52,806	1,872	1,200	1,100	1,250	0
25,451	50,000	2	2	2	25	0	0	0	0	0	-2	42,684	40,407	31,811	13,898	0	0	2,000	1,814	1,000	0	0	0	0
25,452	60,000	2	1	2	25	-1	-1	-1	-1	-2	-1	1,507	0	11,305	0	0	300	0	11,305	0	0	300	0	0
25,453	310,000	2	2	2	28	0	0	0	0	0	0	311,380	314,131	301,646	292,673	253,269	256,259	11,264	10,979	10,950	9,281	9,304	9,885	0
25,454	140,000	2	1	2	28	0	0	3	2	2	0	47,547	55,621	54,174	54,599	53,124	54,393	9,532	0	1,900	0	2,124	2,427	1
25,455	320,000	2	2	1	27	-2	-2	-2	-2	-2	-2	1,175	0	0	0	5,210	0	0	0	0	5,210	0	0	0
25,456	90,000	2	2	1	27	0	0	0	0	0	0	20,461	21,465	22,495	23,504	23,815	24,311	1,649	1,679	1,688	999	1,029	1,040	0
25,457	280,000	2	2	1	27	0	0	0	0	0	0	280,913	283,222	273,160	257,689	193,231	191,143	11,052	9,563	15,017	5,374	5,420	6,021	0
25,458	80,000	2	3	1	25	0	-1	-1	-1	-1	-1	3,525	1,504	0	2,332	4,320	0	1,654	0	2,332	4,320	0	0	1
25,459	170,000	2	1	2	25	0	0	0	0	0	0	170,950	166,243	165,816	166,023	96,415	127,480	6,014	7,103	5,451	6,000	80,000	4,000	0
25,460	240,000	2	2	1	30	1	-2	-1	2	-1	-1	0	0	7,124	6,860	2,959	6,000	0	7,124	21	2,959	6,000	0	1
25,461	30,000	2	1	1	23	2	0	0	0	0	0	25,665	26,669	28,080	28,836	28,812	29,400	1,433	1,844	1,600	576	588	600	1
25,462	120,000	2	2	2	24	0	0	0	0	0	0	69,725	66,918	65,838	61,527	59,620	60,767	3,008	2,319	2,151	2,200	2,300	2,100	0
25,463	50,000	2	2	2	23	0	0	0	-2	-2	-2	48,424	45,300	-100	-100	-100	650	1,500	100	0	0	750	247	0
25,464	10,000	2	2	2	23	0	0	0	0	0	0	6,969	7,992	9,106	9,719	9,917	0	1,300	1,400	1,000	198	0	0	0
25,465	80,000	2	1	2	24	0	0	0	0	0	0	56,222	52,268	29,402	20,983	21,096	22,252	2,000	1,800	1,700	759	1,500	1,100	0
25,466	170,000	2	1	2	28	0	0	0	0	0	2	42,062	43,170	44,283	46,352	51,384	50,568	2,000	2,000	3,000	6,000	0	2,000	0
25,467	360,000	2	2	2	28	-2	-2	-2	-2	-2	-2	-307	-307	-307	-307	-307	-307	0	0	0	0	307	0	1
25,468	110,000	2	1	1	33	2	2	2	2	2	2	24,178	25,270	24,669	26,738	27,201	26,723	1,700	0	2,700	1,100	0	875	1
25,469	210,000	2	2	1	34	0	0	0	0	0	0	14,724	16,465	17,694	18,892	20,566	23,226	2,000	1,500	1,500	2,000	3,000	2,000	0
25,470	150,000	2	5	1	34	0	0	0	0	0	0	83,000	88,000	93,000	98,000	100,000	0	5,000	5,000	5,000	2,000	0	0	0
25,471	200,000	2	2	1	34	-2	-2	-2	-2	-2	-2	17,822	19,741	18,718	15,033	12,785	8,426	19,855	18,914	15,112	12,849	8,468	27,378	0
25,472	140,000	2	2	2	26	0	0	0	0	0	2	271,896	141,057	144,306	141,949	141,345	136,379	14,000	7,200	19,000	10,400	0	4,931	1
25,473	80,000	2	2	2	27	-1	0	0	0	0	0	45,198	45,572	40,910	40,969	41,275	41,637	2,000	2,000	1,600	1,500	1,550	1,600	1
25,474	240,000	2	3	1	24	0	0	0	0	0	0	136,760	193,321	189,572	194,799	52,599	51,487	90,000	7,170	9,000	3,000	3,000	2,367	0
25,475	50,000	2	2	1	29	0	0	0	0	0	0	48,529	42,955	50,543	49,032	19,830	18,299	3,000	9,000	2,000	2,000	700	4,000	0
25,476	80,000	2	1	2	28	0	0	0	0	0	0	39,663	40,664	42,742	43,730	44,721	45,764	1,664	2,742	2,000	1,720	1,764	1,762	0
25,477	70,000	2	4	1	24	0	0	0	-2	-2	-2	47,663	47,470	0	0	0	0	1,000	0	0	0	0	0	0
25,478	50,000	2	1	2	24	-1	-1	-1	-1	-1	-1	3,258	-37	18,356	1,851	8,362	810	0	9,252	1,859	8,362	810	1,469	0
25,479	180,000	2	1	2	28	0	0	0	0	0	0	6,396	12,595	18,704	24,410	29,184	7,325	7,000	7,000	7,000	7,000	5,000	326	0
25,480	110,000	2	1	2	29	0	0	0	2	0	0	107,336	107,195	109,443	106,637	106,665	92,417	5,320	7,845	4,000	4,000	3,500	9,500	0
25,481	300,000	2	2	1	29	0	0	0	0	0	0	321,155	317,259	313,600	309,670	305,660	301,693	11,369	11,380	11,216	11,069	11,090	10,028	1
25,482	210,000	2	5	2	29	0	0	0	0	0	0	43,933	45,197	46,468	47,394	48,604	49,669	2,000	2,000	2,000	2,000	2,000	2,000	0
25,483	200,000	2	1	2	29	0	0	-1	0	0	0	7,298	1,467	439	2,257	43,720	43,968	1,000	439	2,000	42,000	1,700	2,000	0
25,484	100,000	2	2	1	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,485	70,000	2	3	2	31	2	0	0	0	0	0	68,174	68,973	69,835	66,216	30,000	30,096	3,200	3,013	2,141	1,200	1,300	1,300	1
25,486	250,000	2	1	2	31	0	0	0	0	0	0	67,492	67,875	67,448	68,165	68,787	70,111	3,500	2,658	3,000	4,000	3,000	2,500	0
25,487	600,000	2	1	2	31	-2	-2	-2	-2	-2	-2	-84	115	349	-9	-9	-9	700	349	9	0	0	0	0
25,488	320,000	2	2	1	31	0	0	0	0	0	0	2,437	3,490	4,529	5,548	6,450	7,342	1,100	1,100	1,100	1,000	1,000	8,000	0
25,489	180,000	2	2	2	31	0	0	0	0	0	0	180,754	85,936	88,542	92,055	94,038	95,849	3,085	4,000	5,000	3,514	3,478	3,517	0
25,490	110,000	2	1	2	27	0	0	0	0	0	0	69,970	66,423	61,951	59,428	53,678	52,254	4,009	5,083	5,002	4,000	3,000	5,050	0
25,491	20,000	2	1	2	22	1	2	0	0	0	0	18,761	18,167	19,202	20,178	20,281	20,293	0	1,634	1,610	710	717	722	0
25,492	60,000	2	3	2	22	-1	-1	-1	-1	0	0	4,049	1,808	3,496	11,548	14,519	5,861	1,815	3,496	11,548	3,500	200	1,100	0
25,493	320,000	2	2	2	30	-1	-1	-1	-1	-1	0	3,690	3,720	4,206	15,610	10,556	11,863	3,720	4,206	15,610	10,556	8,000	5,600	0
25,494	320,000	2	1	2	29	0	0	0	0	0	0	42,596	43,548	33,674	34,259	62,546	106,857	1,955	2,020	1,605	30,039	65,000	5,000	0
25,495	110,000	2	2	2	29	0	0	0	0	0	0	113,003	113,269	110,078	112,466	111,094	109,243	5,837	5,454	5,707	4,156	4,123	4,368	0
25,496	80,000	2	3	2	28	0	0	0	0	0	0	71,834	70,194	71,912	69,776	70,985	72,444	3,200	3,500	3,000	2,500	2,500	2,500	0
25,497	500,000	2	3	2	29	0	0	0	0	0	0	110,651	94,609	95,607	95,276	90,310	91,229	3,005	3,027	6,024	3,003	2,334	4,087	0
25,498	190,000	2	3	2	31	-1	-1	-1	-2	-2	-2	1,568	87	0	0	0	0	87	0	0	0	0	35,520	0
25,499	80,000	2	2	2	27	0	0	0	0	0	0	23,424	20,510	20,330	17,050	10,926	10,068	5,000	3,500	3,000	0	1,000	10,000	0
25,500	90,000	2	1	1	29	0	0	0	0	0	0	4,034	11,387	4,387	35,670	41,995	35,912	10,400	3,400	36,139	618	3,200	8,500	0

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