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credit-card

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train · 24k rows

limit_bal float64 10k 1M	age float64 21 79	pay_0 float64 -2 8	pay_2 float64 -2 8	pay_3 float64 -2 8	pay_4 float64 -2 8	pay_5 float64 -2 8	pay_6 float64 -2 8	bill_amt1 float64 -165,580 965k	bill_amt2 float64 -69,777 984k	bill_amt3 float64 -157,264 1.66M	bill_amt4 float64 -170,000 892k	bill_amt5 float64 -81,334 927k	bill_amt6 float64 -209,051 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 527k	sex:1 float64 0 1	sex:2 float64 0 1	education:1 float64 0 1	education:2 float64 0 1	education:3 float64 0 1	education:5 float64 0 1	education:6 float64 0 1	marriage:1 float64 0 1	marriage:2 float64 0 1	default.payment.next.month int64 0 1
120,000	27	-1	-1	-2	-2	-2	-2	934	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	1
20,000	33	2	0	0	0	0	-2	20,500	16,237	20,960	6,914	1,017	780	2,191	1,000	0	1,017	780	6,380	1	0	0	0	1	0	0	1	0	1
360,000	38	-2	-2	-2	-2	-2	-2	12,325	14,118	38,645	5,235	4,710	6,392	14,123	38,722	5,235	4,710	6,392	12,576	1	0	1	0	0	0	0	0	1	0
30,000	42	0	0	0	0	0	0	27,855	30,787	30,128	25,178	21,060	16,893	5,000	5,137	2,189	2,007	1,009	655	0	1	0	1	0	0	0	0	1	0
390,000	40	1	2	0	0	0	0	424,244	395,060	258,372	261,498	213,003	102,423	587	9,500	30,140	4,235	1,998	25,226	1	0	0	1	0	0	0	1	0	0
300,000	42	0	0	0	0	0	0	168,796	165,430	147,077	127,270	129,397	132,142	7,010	6,000	5,006	5,000	5,000	6,000	0	1	0	1	0	0	0	1	0	0
500,000	45	1	-2	-2	-2	-1	2	0	0	0	0	1,899	1,749	0	0	0	1,899	0	70,200	1	0	1	0	0	0	0	0	1	0
90,000	31	-1	-1	-2	-2	-2	-2	350	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
30,000	34	2	2	2	0	0	0	24,367	28,682	27,922	28,632	29,075	30,891	4,723	0	1,173	1,056	2,300	0	1	0	0	0	1	0	0	0	1	1
500,000	42	0	0	0	-1	-1	0	47,556	36,675	9,739	579	53,599	25,276	2,016	1,049	767	87,150	931	1,068	1	0	1	0	0	0	0	1	0	0
180,000	28	0	0	0	0	0	0	85,557	73,121	68,650	67,895	68,442	70,131	3,200	2,500	3,000	2,500	3,000	5,000	0	1	0	1	0	0	0	1	0	0
340,000	30	-1	-1	-1	-1	-1	-1	2,943	3,352	3,738	1,794	1,339	10,673	3,375	3,759	1,803	1,345	10,726	869	0	1	1	0	0	0	0	0	1	0
160,000	39	0	0	2	2	2	0	30,633	37,119	36,263	43,481	43,515	49,619	7,000	0	7,847	1,026	7,000	7,968	0	1	0	1	0	0	0	0	1	1
190,000	39	1	-2	-2	-2	-2	-2	-2	-2	-472	-472	-472	-472	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	1
50,000	58	0	0	0	0	0	0	50,182	41,207	19,129	18,538	17,494	17,833	1,500	1,700	1,500	700	1,000	1,000	0	1	0	1	0	0	0	1	0	0
160,000	39	0	0	-1	-1	-1	-1	102,358	103,698	1,048	1,048	1,048	1,221	4,671	1,048	1,048	1,048	1,221	1,048	0	1	0	0	1	0	0	1	0	0
360,000	31	3	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	1
150,000	25	-1	-1	-1	-1	0	-1	1,344	1,041	2,021	4,495	15,145	525	1,041	2,021	4,495	10,650	525	0	0	1	0	1	0	0	0	0	1	0
200,000	30	-2	-2	-2	-2	-2	-2	0	680	1,100	1,500	1,402	0	680	1,100	1,500	1,402	0	0	1	0	0	0	1	0	0	0	1	0
100,000	28	0	0	0	0	0	0	9,125	10,664	12,183	13,670	15,129	15,732	2,000	2,000	2,000	2,000	1,000	2,000	1	0	0	1	0	0	0	0	1	1
150,000	32	1	-1	0	0	0	0	-1,474	137,049	145,900	146,168	149,712	-288	140,916	10,000	3,119	3,744	0	57,916	0	1	0	1	0	0	0	1	0	0
10,000	23	0	0	0	0	0	0	4,304	5,324	6,509	7,313	6,469	6,988	1,100	1,279	1,083	500	1,000	1,000	1	0	0	1	0	0	0	0	1	0
200,000	30	0	0	2	0	0	0	33,604	35,706	34,064	30,519	26,166	28,097	3,000	1,500	2,547	2,500	2,500	3,500	0	1	0	1	0	0	0	1	0	0
100,000	30	0	0	2	0	0	0	92,909	96,454	98,010	99,633	88,708	93,474	6,000	4,000	4,507	2,983	6,000	4,800	0	1	1	0	0	0	0	0	1	0
100,000	47	-1	-1	-1	-1	-1	-1	390	1,473	390	390	390	0	1,473	390	390	390	0	2,380	1	0	1	0	0	0	0	1	0	0
360,000	31	0	0	0	0	0	0	270,955	275,178	280,535	82,455	83,359	85,171	8,000	7,500	3,500	2,500	2,500	2,600	1	0	0	0	0	1	0	1	0	0
80,000	44	0	0	0	2	0	0	45,412	32,091	36,633	35,749	36,353	37,115	1,900	5,400	0	1,500	1,500	1,600	0	1	0	0	1	0	0	0	1	1
20,000	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	1	0	1	0	0	0	1	0	0
130,000	52	0	0	2	2	0	0	82,399	89,003	90,160	87,817	89,746	98,655	7,931	3,500	0	3,499	10,648	0	1	0	0	1	0	0	0	1	0	0
180,000	38	0	0	0	0	0	0	181,302	181,271	180,439	182,958	181,287	179,734	6,747	6,573	6,506	6,581	6,801	6,100	1	0	1	0	0	0	0	1	0	0
230,000	46	0	0	0	0	0	0	221,590	227,397	230,302	186,635	189,896	193,351	10,000	9,000	8,000	8,000	7,500	7,000	0	1	0	0	0	0	1	0	1	0
110,000	51	0	0	0	0	0	0	103,701	102,318	92,724	94,573	65,034	66,241	3,771	3,656	3,687	2,476	2,406	2,427	0	1	1	0	0	0	0	1	0	0
50,000	33	0	0	0	0	0	0	26,740	12,498	16,264	17,918	16,072	17,041	2,000	4,000	2,000	1,000	2,000	2,396	0	1	0	1	0	0	0	0	1	0
50,000	52	3	2	0	0	0	0	49,534	48,061	48,807	49,347	17,524	17,497	0	2,200	2,100	606	624	622	0	1	0	0	1	0	0	1	0	0
310,000	45	-2	-2	-2	-2	-2	-2	8,964	1,168	6,495	-16	-16	-16	1,174	6,527	0	0	0	0	1	0	1	0	0	0	0	1	0	0
240,000	30	-1	-1	-1	-1	-1	-1	1,749	1,087	3,503	1,003	1,003	1,003	1,099	6,430	1,003	1,003	1,003	203	0	1	1	0	0	0	0	0	1	0
50,000	22	2	2	2	2	2	2	40,189	43,434	44,316	45,189	46,214	48,904	3,900	1,900	1,900	1,900	3,600	0	0	1	0	0	1	0	0	1	0	0
500,000	30	1	0	0	0	0	0	2,817	7,682	47,403	36,067	46,054	34,290	5,037	47,221	5,026	16,005	2,000	1,000	1	0	0	1	0	0	0	0	1	0
120,000	34	2	2	2	2	2	2	64,139	65,430	63,937	67,290	68,565	69,784	2,900	150	5,000	2,500	2,500	3,000	0	1	0	1	0	0	0	1	0	1
90,000	26	-1	-1	-1	-2	-1	-1	13,416	5,206	0	0	1,980	170	7,380	0	0	1,980	170	1,397	0	1	1	0	0	0	0	0	1	1
200,000	37	0	0	0	0	0	0	4,757	6,170	7,408	8,250	9,250	9,750	1,500	1,500	1,000	1,000	500	1,500	1	0	0	1	0	0	0	1	0	0
80,000	36	0	0	0	0	0	0	59,189	35,690	33,984	34,384	29,340	21,985	3,007	1,503	2,017	1,024	1,017	2,000	1	0	0	1	0	0	0	0	1	0
30,000	36	1	2	-1	2	2	-1	8,910	7,438	6,242	4,789	3,597	21,234	22	6,245	3	6	30,006	1,221	0	1	0	0	1	0	0	1	0	0
90,000	27	0	0	0	0	0	0	91,367	64,482	32,037	14,589	10,237	10,066	2,121	1,357	1,037	243	244	226	0	1	0	1	0	0	0	1	0	0
30,000	24	-1	-1	2	0	0	-1	1,104	1,162	774	386	-4	16,305	1,164	2	2	0	16,309	0	0	1	0	1	0	0	0	0	1	0
30,000	29	6	5	4	3	2	0	32,875	32,101	31,071	30,136	28,496	29,675	0	0	0	0	1,642	0	1	0	0	1	0	0	0	0	1	1
390,000	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	1	1	0	0	0	0	0	1	0
300,000	53	-2	-2	-2	-2	-2	-2	7,733	7,424	8,042	7,733	7,733	7,733	7,424	8,351	7,733	7,733	7,733	7,733	0	1	0	1	0	0	0	1	0	0
160,000	42	-1	0	0	0	0	0	34,186	35,186	36,512	36,382	37,105	38,034	1,569	1,895	1,606	1,329	1,528	1,600	0	1	0	1	0	0	0	1	0	0
150,000	37	2	2	2	2	0	0	100,390	108,784	110,405	106,317	30,906	31,457	11,600	4,800	0	1,240	1,200	1,200	0	1	0	1	0	0	0	1	0	0
230,000	39	0	0	0	0	0	0	219,712	208,532	229,229	143,168	145,270	141,874	30,500	25,000	10,000	5,000	5,000	18,000	0	1	1	0	0	0	0	1	0	0
50,000	30	0	0	0	2	2	2	19,930	36,105	29,604	27,764	28,656	29,087	28,019	13,000	0	2,000	1,000	5,000	0	1	1	0	0	0	0	0	1	0
500,000	32	-1	-1	0	0	0	-1	264	286	550	286	22	14,454	286	528	0	128	15,239	100,000	1	0	0	1	0	0	0	0	1	1
180,000	29	-1	-1	-1	-1	-1	-2	9,862	2,896	2,458	305	0	0	2,903	2,458	305	0	0	0	0	1	1	0	0	0	0	0	1	0
140,000	48	0	0	0	0	0	0	121,096	123,064	126,749	127,244	129,495	126,663	4,407	6,100	4,518	4,694	4,745	4,876	0	1	0	1	0	0	0	1	0	0
150,000	31	0	-1	-1	0	0	0	64,378	14,054	140,230	98,674	107,664	111,561	14,127	140,951	10,000	10,000	5,219	50,005	1	0	1	0	0	0	0	0	1	0
200,000	34	-1	-1	-1	-1	-2	-2	165	165	165	0	0	0	165	165	0	0	0	0	1	0	1	0	0	0	0	1	0	0
90,000	33	2	2	2	2	2	2	62,011	63,426	64,288	65,236	66,639	67,893	3,000	2,500	2,600	2,600	2,500	2,800	1	0	0	1	0	0	0	0	1	1
20,000	26	2	0	0	0	0	0	17,880	19,224	19,327	18,696	19,233	19,909	1,641	2,400	632	800	1,000	1,500	1	0	0	0	1	0	0	0	1	1
400,000	39	-2	-2	-2	-2	-1	-1	91,170	55,588	14,037	20,356	90,159	79,053	55,974	14,079	20,417	90,180	79,176	34,790	0	1	0	1	0	0	0	1	0	0
160,000	52	-1	-1	2	-1	-1	-1	465	10,451	9,385	2,260	1,313	947	10,451	0	4,560	2,626	1,894	7,428	0	1	0	1	0	0	0	1	0	0
410,000	42	0	0	0	-1	-1	0	37,492	33,535	7,267	14,190	132,106	289,397	1,625	1,031	14,224	132,116	163,020	10,014	0	1	0	1	0	0	0	0	1	0
280,000	39	1	-1	0	0	0	0	-1,312	35,918	37,297	37,154	32,581	33,316	38,621	2,000	1,130	922	1,011	5,000	0	1	0	1	0	0	0	1	0	1
30,000	33	0	0	0	0	0	0	27,729	28,138	28,285	28,463	29,303	29,766	1,500	1,500	1,500	1,300	1,100	1,032	0	1	1	0	0	0	0	1	0	0
250,000	29	0	-1	-1	-2	-1	-1	20,687	14,082	-38	-38	7,581	5,625	14,158	0	0	7,619	5,653	652	0	1	0	1	0	0	0	0	1	0
250,000	32	-1	-1	-1	-1	-1	-1	165	165	165	165	165	315	165	165	165	165	315	130	0	1	1	0	0	0	0	0	1	0
500,000	54	0	0	0	0	0	0	260,356	253,580	239,479	200,081	185,130	168,868	18,609	9,800	6,610	6,000	6,000	5,000	0	1	1	0	0	0	0	0	1	0
230,000	33	1	2	-1	0	-1	0	4,213	1,922	5,346	6,971	10,707	15,392	0	5,500	4,000	11,000	5,000	5,000	0	1	1	0	0	0	0	0	1	1
450,000	36	1	-1	-1	-2	-2	-2	0	2,500	2,500	0	0	0	2,500	2,500	0	0	0	0	0	1	1	0	0	0	0	1	0	0
360,000	32	0	0	0	0	-1	-1	304,907	309,972	315,730	113,412	2,500	0	12,557	13,738	5,053	2,500	0	0	1	0	1	0	0	0	0	0	1	0
40,000	47	2	2	2	2	2	2	10,555	11,084	12,605	13,102	12,595	14,386	1,000	2,000	1,000	0	2,000	0	1	0	1	0	0	0	0	1	0	1
50,000	26	2	0	0	2	2	2	25,875	27,132	29,695	30,908	30,112	32,123	2,000	3,000	2,000	0	2,500	0	0	1	1	0	0	0	0	0	1	1
10,000	54	0	0	2	2	0	0	5,186	8,225	8,244	7,963	8,134	9,995	3,300	300	0	299	2,000	0	1	0	0	1	0	0	0	0	1	0
80,000	27	0	0	0	0	0	0	73,684	68,883	45,257	45,981	46,032	46,192	2,896	1,722	1,619	1,665	1,700	1,833	0	1	0	1	0	0	0	0	1	1
50,000	31	0	0	0	0	0	0	17,019	7,412	45,137	41,168	5,890	7,000	2,591	40,693	3,900	1,000	1,500	2,360	0	1	0	1	0	0	0	1	0	0
50,000	53	0	0	0	0	0	0	36,997	36,927	34,929	31,874	28,993	29,409	1,607	2,010	1,505	1,001	2,007	2,007	0	1	0	1	0	0	0	1	0	1
20,000	38	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	1
50,000	24	0	0	0	0	0	0	42,207	43,517	44,330	45,404	46,363	47,630	2,000	1,800	1,800	1,700	2,000	3,700	0	1	0	0	0	1	0	0	1	0
60,000	34	2	0	0	0	0	0	58,501	59,225	59,592	58,654	58,664	59,323	2,300	2,578	2,039	2,088	2,767	1,750	1	0	0	0	1	0	0	0	1	0
130,000	30	0	0	2	0	0	0	90,864	104,418	100,455	38,632	35,826	36,730	16,000	0	1,500	1,395	1,500	1,511	1	0	1	0	0	0	0	0	1	0
350,000	65	-1	-1	-1	-1	-1	-1	188	188	187	698	188	183	188	187	700	188	183	1,305	1	0	0	0	1	0	0	1	0	0
150,000	31	-1	0	0	0	-1	-1	23,427	25,252	19,004	15,206	1,423	8,923	5,554	5,070	5,076	1,457	9,047	22,720	0	1	0	1	0	0	0	1	0	0
50,000	24	2	0	0	0	0	0	43,247	45,036	44,384	19,524	35,268	16,099	3,000	1,300	642	612	1,192	600	1	0	0	1	0	0	0	0	1	1
190,000	48	0	-1	0	0	0	0	6,450	189,102	189,018	175,871	157,218	151,618	189,717	7,779	6,092	5,018	6,168	1,218	1	0	0	1	0	0	0	1	0	0
150,000	27	-1	-1	-1	-1	-1	-1	5,561	4,141	7,714	9,772	13,539	5,819	4,141	7,725	9,772	13,539	5,819	4,302	0	1	1	0	0	0	0	0	1	0
500,000	50	0	0	0	0	0	0	350,340	359,289	366,475	248,288	253,283	258,707	12,884	13,000	7,029	7,100	7,500	7,399	1	0	1	0	0	0	0	1	0	0
50,000	22	0	-1	-1	0	0	0	1,470	627	14,596	19,323	19,728	20,142	627	14,596	5,000	716	742	404	0	1	0	1	0	0	0	0	1	0
60,000	33	0	0	0	0	0	0	50,696	54,841	56,444	53,183	55,288	55,782	5,000	2,500	2,000	3,000	2,700	2,500	0	1	0	1	0	0	0	1	0	0
240,000	35	-1	-1	-1	-1	-1	-1	11,906	54,684	1,874	1,151	23,169	9,372	55,167	1,874	1,151	23,169	9,372	396	1	0	1	0	0	0	0	0	1	0
200,000	30	0	0	0	0	0	2	83,149	94,976	106,808	115,702	122,236	134,013	13,550	13,590	12,356	12,500	14,013	4,900	1	0	0	1	0	0	0	0	1	0
50,000	33	0	0	0	0	0	0	34,065	35,422	32,612	31,842	27,438	26,127	3,000	2,011	1,402	3,089	3,482	5,000	0	1	0	1	0	0	0	1	0	0
320,000	31	-2	-2	-2	-2	-2	-2	4,445	4,959	4,000	3,992	1,590	-10	4,984	4,121	4,012	1,598	0	0	1	0	1	0	0	0	0	0	1	0
100,000	41	-1	-1	-2	-1	0	0	1,023	0	0	50,063	22,767	23,399	0	0	50,063	900	1,000	1,000	0	1	0	1	0	0	0	0	1	0
180,000	31	0	0	0	0	0	0	12,805	11,784	13,589	15,301	3,169	5,106	2,000	2,000	2,000	1,000	2,000	1,000	1	0	1	0	0	0	0	0	1	0
160,000	26	0	0	0	-1	-1	-1	2,198	11,155	0	12,315	0	11,855	9,155	0	12,315	0	11,855	0	0	1	1	0	0	0	0	0	1	1
100,000	43	2	2	0	0	0	0	100,304	97,814	100,337	100,585	52,041	70,731	0	5,000	2,623	2,500	32,000	2,567	0	1	0	0	1	0	0	1	0	1
80,000	36	1	2	2	0	0	0	74,328	75,515	73,741	75,200	76,959	78,556	3,000	0	2,700	2,950	3,000	2,600	0	1	0	1	0	0	0	1	0	1
90,000	26	0	0	0	0	0	0	17,704	14,478	17,681	15,240	19,364	18,828	5,005	5,145	1,801	5,024	8,007	5,046	0	1	1	0	0	0	0	0	1	0
80,000	52	1	2	2	2	2	0	82,904	80,954	80,070	74,172	68,002	58,032	0	7,000	4,007	0	3,000	3,000	0	1	0	1	0	0	0	1	0	0
170,000	27	-1	-1	-1	-1	-1	-1	416	416	416	416	416	416	416	416	416	416	416	416	1	0	0	1	0	0	0	0	1	0