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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:0 float64 0 1	education:1 float64 0 1	education:2 float64 0 1	education:3 float64 0 1	education:4 float64 0 1	education:5 float64 0 1	marriage:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
170,000	27	-2	-2	-2	-2	-2	-2	2,190	264	1,408	1,434	264	264	264	1,408	1,434	264	264	264	1	0	0	1	0	0	0	0	0	1	0	0
400,000	26	0	0	0	0	0	0	98,580	67,946	161,585	146,093	129,047	75,427	8,006	123,692	7,002	8,167	3,996	2,000	1	0	0	1	0	0	0	0	0	1	0	0
140,000	36	1	2	2	2	2	2	44,570	45,563	46,115	47,053	48,150	49,009	2,000	1,600	2,000	2,000	1,800	0	1	0	0	0	1	0	0	0	0	1	0	1
300,000	27	0	0	0	0	0	0	286,321	283,547	578,971	293,063	296,677	230,338	20,000	12,003	10,524	11,238	8,814	9,463	0	1	0	0	1	0	0	0	1	0	0	1
20,000	24	3	2	0	0	0	0	18,585	18,003	19,012	19,100	19,506	20,037	0	1,612	700	714	861	393	1	0	0	0	1	0	0	0	0	1	0	1
50,000	43	0	0	0	0	0	0	3,238	4,672	2,865	3,878	4,809	5,726	1,500	1,056	1,069	1,000	1,000	255	0	1	0	0	0	1	0	0	1	0	0	0
50,000	53	1	2	0	0	0	0	51,254	49,852	28,379	15,988	16,718	17,446	0	6,200	2,000	1,000	1,000	1,000	0	1	0	0	0	1	0	0	1	0	0	0
170,000	42	-1	-1	-1	-1	-1	-1	415	415	415	415	1,215	1,390	415	415	415	1,215	1,390	1,215	0	1	0	0	1	0	0	0	1	0	0	0
340,000	47	-1	-1	-1	-1	-1	-1	507	892	5,221	7,627	580	999	892	5,269	8,193	596	999	176,340	0	1	0	0	1	0	0	0	1	0	0	0
60,000	54	0	0	0	0	0	-1	58,432	58,312	59,388	29,941	1,341	1,876	20,000	3,000	3,000	1,000	2,000	25,000	1	0	0	0	0	1	0	0	1	0	0	0
250,000	46	-1	2	-1	-1	-1	-2	5,379	992	12,738	2,310	0	0	0	12,738	2,310	0	0	840	1	0	0	1	0	0	0	0	1	0	0	0
160,000	29	-1	-1	-1	-1	-1	0	554	-78	622	-10	326	326	0	700	0	652	0	0	1	0	0	1	0	0	0	0	0	1	0	0
200,000	39	0	0	0	0	0	0	155,693	158,710	133,245	131,906	135,533	137,809	6,000	5,000	4,871	5,905	5,491	5,000	0	1	0	1	0	0	0	0	0	1	0	0
350,000	36	0	0	-1	0	-1	-1	32,596	16,666	32,597	16,666	16,666	32,809	1,000	32,597	1,000	16,666	32,809	526	1	0	0	0	1	0	0	0	1	0	0	1
200,000	40	1	-2	-1	-1	-1	-2	0	0	200	1,000	0	0	0	200	1,000	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0
50,000	25	0	0	0	0	0	0	50,184	50,664	50,633	48,724	19,208	19,917	2,000	1,925	5,006	2,000	1,016	725	1	0	0	0	0	1	0	0	0	1	0	0
10,000	32	1	2	2	2	2	2	8,425	8,148	9,481	9,180	10,052	10,091	0	1,632	0	1,022	350	0	1	0	0	0	1	0	0	0	1	0	0	0
90,000	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	1
160,000	25	0	0	0	0	0	0	76,038	64,399	52,532	39,455	26,505	13,302	2,791	3,000	1,286	890	497	267	0	1	0	1	0	0	0	0	0	1	0	0
20,000	24	-1	-1	-1	2	2	2	390	707	1,320	930	780	240	1,097	1,003	0	240	0	780	0	1	0	1	0	0	0	0	0	1	0	1
20,000	24	0	0	0	0	0	0	3,724	5,646	6,808	14,046	13,924	16,924	2,000	1,262	7,500	278	3,000	0	1	0	0	0	0	1	0	0	0	1	0	0
210,000	36	-1	-1	-1	0	-1	-1	396	590	2,042	1,646	396	396	590	2,042	0	396	396	396	0	1	0	0	1	0	0	0	1	0	0	0
280,000	42	0	0	0	0	0	0	172,886	175,152	172,505	175,967	178,548	176,939	6,232	12,104	7,002	6,302	6,417	6,502	0	1	0	1	0	0	0	0	1	0	0	0
80,000	36	0	0	0	0	0	0	69,760	60,445	50,857	39,813	40,248	40,935	2,500	2,061	1,413	1,460	1,751	1,958	0	1	0	0	1	0	0	0	1	0	0	1
80,000	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0
50,000	26	2	2	2	2	2	2	33,457	34,504	35,447	36,061	36,571	35,850	1,900	1,800	1,500	1,400	0	3,000	0	1	0	0	0	1	0	0	0	1	0	1
230,000	31	-2	-2	-2	-2	-2	-2	0	0	0	0	100	2,405	0	0	0	100	2,405	0	1	0	0	1	0	0	0	0	0	1	0	0
50,000	47	-1	-1	-1	-1	-1	-1	390	390	390	2,728	0	780	390	390	2,728	0	780	0	0	1	0	1	0	0	0	0	1	0	0	0
190,000	50	2	2	2	2	2	2	69,518	71,443	72,413	73,366	74,830	76,237	3,500	2,600	2,600	2,650	2,650	3,000	1	0	0	1	0	0	0	0	1	0	0	1
120,000	37	0	0	0	0	-1	-1	21,128	16,121	12,027	5,870	2,994	-175	5,020	5,000	1,000	2,994	0	0	0	1	0	1	0	0	0	0	1	0	0	0
20,000	45	2	2	0	0	0	0	21,136	20,043	20,192	19,459	36,290	19,774	11	2,505	2,000	3,000	1,203	500	1	0	0	0	1	0	0	0	1	0	0	1
60,000	26	0	0	0	0	0	0	27,402	26,455	28,017	25,011	28,143	24,712	1,500	4,022	1,500	3,500	1,000	1,000	0	1	0	0	0	1	0	0	0	1	0	0
160,000	31	-2	-2	-2	-2	-2	-2	11,648	780	0	5,100	0	0	780	0	5,100	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0
400,000	48	0	0	0	0	0	0	112,789	115,910	120,657	122,338	124,145	113,477	5,000	6,624	5,200	3,826	3,363	3,398	1	0	0	1	0	0	0	0	0	1	0	0
180,000	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	1	0	1	0	0	0	0	1	0	0	0
20,000	48	0	0	0	0	-2	-2	18,401	19,784	20,650	0	0	0	2,000	1,650	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0
210,000	31	-1	-1	-1	-1	-1	0	326	326	326	326	652	326	326	326	326	652	0	326	1	0	0	0	1	0	0	0	1	0	0	1
10,000	22	0	0	2	0	0	0	6,967	9,199	8,908	9,676	9,680	8,343	2,523	0	1,000	4	167	3,535	0	1	0	1	0	0	0	0	0	1	0	1
20,000	36	2	0	0	-1	-1	-1	19,597	35,869	9,066	309	3,019	16,496	1,503	2,036	309	3,100	16,890	500	1	0	0	0	1	0	0	0	0	1	0	0
20,000	31	1	2	2	2	0	0	9,701	9,401	11,903	11,420	11,342	12,157	0	2,969	0	408	1,000	0	0	1	0	0	1	0	0	0	1	0	0	0
80,000	24	0	0	0	0	0	2	26,170	25,215	26,189	26,801	28,593	26,020	1,414	1,388	1,000	2,180	0	929	1	0	0	0	1	0	0	0	0	1	0	1
60,000	24	2	2	2	2	2	2	27,583	26,860	28,601	29,819	30,192	31,045	0	2,500	2,000	1,000	1,500	0	0	1	0	0	1	0	0	0	0	1	0	1
120,000	42	-1	-1	-1	0	-1	0	2,207	263	4,531	1,211	4,015	2,042	263	4,531	0	4,015	0	1,007	0	1	0	0	0	1	0	0	1	0	0	0
230,000	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0
130,000	26	-2	-2	-1	2	-1	2	90,833	2,774	740	740	73,758	72,800	2,788	740	0	73,758	0	2,342	0	1	0	0	1	0	0	0	0	1	0	0
50,000	31	0	0	0	0	0	0	48,469	48,872	49,429	49,144	50,032	50,519	2,138	2,095	1,711	1,771	1,900	3,510	1	0	0	0	1	0	0	0	1	0	0	0
180,000	30	0	0	0	0	0	0	174,104	171,889	172,288	175,557	178,010	178,976	7,000	8,000	8,000	7,001	6,600	7,000	0	1	0	0	1	0	0	0	0	1	0	0
500,000	27	0	0	-1	0	0	0	195,140	190,529	135,943	128,438	106,591	85,215	11,613	176,596	6,506	5,178	3,031	3,466	0	1	0	0	1	0	0	0	0	1	0	0
150,000	33	0	0	0	0	0	0	45,335	50,262	54,793	59,244	64,096	68,837	6,000	6,000	6,000	6,000	6,001	6,000	1	0	0	1	0	0	0	0	0	1	0	0
170,000	42	0	0	0	0	0	0	162,880	164,824	132,485	120,267	117,453	115,778	8,000	6,107	6,000	4,500	4,500	4,500	1	0	0	0	1	0	0	0	1	0	0	0
20,000	25	0	0	0	0	0	0	4,120	5,387	6,440	7,373	8,246	11,095	1,500	1,300	1,200	1,000	3,000	406	0	1	0	0	1	0	0	0	0	1	0	0
50,000	23	0	0	0	0	0	0	49,971	51,132	50,608	37,700	11,325	9,814	2,303	2,252	2,498	372	500	365	0	1	0	0	0	1	0	0	0	1	0	0
390,000	46	-1	-1	-1	-1	0	0	6,570	2,287	0	18,692	10,418	8,590	2,287	0	18,692	1,000	172	4,801	0	1	0	1	0	0	0	0	1	0	0	0
100,000	40	0	0	0	0	0	0	49,328	44,045	42,373	37,088	75,672	31,645	2,038	1,994	1,457	1,205	1,162	1,131	0	1	0	0	0	1	0	0	1	0	0	0
390,000	29	1	2	0	0	0	0	407,399	397,464	395,333	367,400	304,990	304,303	0	14,414	14,411	76,000	15,000	13,000	1	0	0	0	0	0	0	1	0	1	0	0
190,000	28	0	0	2	0	0	0	7,188	9,521	9,224	10,262	13,083	13,372	2,459	0	1,200	3,000	500	510	0	1	0	1	0	0	0	0	0	1	0	0
110,000	32	0	0	0	0	0	0	68,014	68,788	70,880	72,403	73,600	75,261	2,500	3,200	3,300	3,000	3,000	2,746	0	1	0	0	1	0	0	0	0	1	0	0
90,000	34	-2	-2	-2	-2	-2	-2	1,905	1,924	11,855	665	0	665	1,924	11,855	10,655	0	665	0	0	1	0	0	1	0	0	0	1	0	0	0
20,000	37	0	0	0	0	0	0	19,921	18,100	19,146	20,098	20,191	18,216	1,594	1,640	1,592	685	662	827	0	1	0	1	0	0	0	0	1	0	0	0
90,000	39	0	0	0	0	0	0	88,081	83,960	84,963	56,089	57,355	58,394	3,244	2,600	2,037	2,200	2,110	7,000	1	0	0	0	1	0	0	0	1	0	0	1
300,000	31	-1	-1	-1	-1	-1	-1	360	360	360	360	980	360	360	360	360	980	360	3,420	1	0	0	1	0	0	0	0	0	1	0	1
150,000	36	0	0	0	0	0	0	339,351	133,681	100,683	147,127	79,942	71,976	7,000	3,500	3,000	5,242	3,009	4,000	0	1	0	0	1	0	0	0	1	0	0	0
30,000	61	2	2	0	0	0	0	24,453	23,212	23,964	24,434	21,340	5,624	0	1,522	1,200	428	112	0	0	1	0	0	0	1	0	0	0	0	1	0
20,000	23	1	-2	-2	-2	-2	-2	-348	-738	-738	-1,518	-1,518	-1,518	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	1
200,000	42	-1	-1	-1	-1	-1	-1	1,261	0	2,521	6,934	2,255	3,021	0	2,521	6,935	2,255	3,021	0	0	1	0	0	1	0	0	0	1	0	0	0
620,000	29	0	0	0	0	0	0	524,191	524,555	445,543	443,199	451,040	431,316	19,306	15,669	16,011	16,000	15,500	17,002	1	0	0	0	1	0	0	0	0	1	0	0
150,000	34	0	0	0	-1	-1	-1	28,210	19,130	10,000	8,000	0	10,000	1,130	1,000	8,000	2,000	10,000	0	0	1	0	0	0	1	0	0	1	0	0	0
180,000	33	-1	-1	-1	-1	-1	-1	4,019	1,550	4,278	331	3,456	11,964	1,550	4,278	334	3,456	11,964	5,690	0	1	0	1	0	0	0	0	0	1	0	0
260,000	35	0	0	0	0	0	0	131,211	132,175	133,289	134,642	137,065	108,328	4,001	4,215	4,101	4,000	3,300	3,300	0	1	0	0	1	0	0	0	0	1	0	0
100,000	26	0	0	0	2	0	0	95,087	87,380	87,083	82,653	72,867	74,140	3,965	7,138	0	2,448	2,674	2,672	0	1	0	0	1	0	0	0	1	0	0	1
380,000	52	0	0	0	0	0	0	145,445	144,908	147,940	151,488	154,975	159,477	6,000	5,362	6,000	6,000	7,000	10,000	1	0	0	0	0	1	0	0	1	0	0	0
240,000	37	-2	-2	-2	-2	-2	-2	-150	-150	-150	-150	-150	-150	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	1
100,000	29	0	0	0	0	0	0	70,205	64,898	62,715	61,465	55,501	57,892	4,000	5,030	10,000	5,000	10,000	10,000	0	1	0	1	0	0	0	0	0	1	0	0
150,000	27	0	0	2	0	0	2	58,795	62,799	61,233	61,915	69,079	67,852	5,600	0	2,300	8,219	0	9,000	1	0	0	0	1	0	0	0	0	1	0	0
140,000	23	0	0	0	0	0	0	44,733	44,144	44,739	43,455	43,980	44,614	2,100	2,027	1,800	1,600	1,750	1,700	0	1	0	0	1	0	0	0	0	1	0	0
50,000	51	0	0	0	0	0	0	44,788	45,471	46,394	47,865	47,455	48,426	2,352	2,275	2,398	1,336	1,366	1,444	0	1	0	0	0	1	0	0	0	0	1	1
200,000	42	0	0	0	0	0	0	23,242	24,575	25,284	25,938	26,478	26,889	1,711	1,420	1,074	1,107	1,000	1,000	0	1	0	1	0	0	0	0	1	0	0	0
100,000	29	0	0	0	0	-2	-1	27,304	28,537	32,498	0	0	21,648	2,000	4,652	0	0	21,648	9,600	0	1	0	1	0	0	0	0	1	0	0	0
240,000	38	0	0	0	-2	-2	-2	56,331	13,594	0	0	0	0	3,004	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0
180,000	33	1	-1	0	0	0	0	-84	482	6,566	6,905	7,385	7,847	982	6,500	1,000	1,000	1,000	1,000	0	1	0	0	1	0	0	0	1	0	0	0
190,000	40	0	0	0	0	0	0	182,923	183,436	162,537	157,497	155,297	153,594	8,059	7,741	7,201	4,815	4,927	5,380	0	1	0	0	1	0	0	0	0	1	0	1
150,000	49	1	-2	-1	-1	0	-1	-260	-2,835	3,960	10,410	2,361	2,868	4	7,920	10,426	0	2,868	4,384	0	1	0	0	0	0	1	0	0	0	1	0
170,000	30	2	2	2	2	2	2	155,910	158,819	161,487	157,577	168,094	170,922	6,800	6,500	0	13,000	5,500	1,000	0	1	0	1	0	0	0	0	0	1	0	1
150,000	39	0	0	0	0	0	-1	60,115	48,412	37,033	25,032	12,500	12,500	1,662	1,783	1,282	250	12,500	12,500	0	1	0	0	0	1	0	0	0	1	0	0
20,000	43	-1	-1	-1	-1	-1	0	4,820	1,837	390	390	780	780	1,837	390	390	780	0	0	1	0	0	0	1	0	0	0	1	0	0	0
50,000	65	0	0	0	0	0	0	48,341	47,465	47,942	48,418	49,530	28,085	2,068	1,545	1,171	1,658	1,321	0	1	0	0	0	0	1	0	0	1	0	0	0
360,000	33	1	-1	-1	-2	-2	-2	197,746	151,600	741	-659	-659	-659	156,108	741	659	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0
500,000	58	-1	-1	-1	-1	-1	-1	4,101	11,076	3,834	-754	6,276	16,871	11,155	4,024	754	7,030	17,050	6,063	1	0	0	0	1	0	0	0	1	0	0	0
20,000	49	2	0	0	0	0	0	7,823	8,691	9,701	9,894	10,102	10,534	1,151	1,161	354	367	600	600	1	0	0	0	1	0	0	0	0	1	0	1
460,000	33	0	0	0	0	0	0	128,302	59,254	52,099	45,512	39,041	33,571	2,371	2,008	1,560	1,457	1,299	769	0	1	0	0	1	0	0	0	1	0	0	0
260,000	31	0	0	0	0	0	0	50,312	128,072	55,359	39,189	49,909	20,782	85,387	33,061	5,039	20,154	2,854	29	0	1	0	1	0	0	0	0	1	0	0	0
290,000	30	0	0	0	0	0	0	351,890	254,163	250,180	236,027	221,443	198,031	11,000	8,607	8,000	8,525	8,476	10,000	1	0	0	0	1	0	0	0	1	0	0	0
140,000	26	0	0	0	0	0	0	18,648	19,561	13,902	14,183	13,207	12,996	1,309	1,139	420	418	816	0	1	0	0	0	0	1	0	0	0	1	0	0
230,000	40	2	2	2	0	0	0	119,730	120,912	111,819	93,007	92,122	61,583	5,000	0	3,700	3,986	2,900	1,057	1	0	0	0	0	0	0	1	0	1	0	0
160,000	36	-1	-1	-1	-1	0	-1	27,204	897	1,066	1,760	880	5,510	897	1,066	1,760	0	5,510	0	0	1	0	0	0	1	0	0	0	1	0	0
210,000	28	0	-1	-1	-1	-1	-1	7,457	1,512	8,475	5,499	2,960	670	1,512	8,475	5,499	2,960	670	25,594	0	1	0	1	0	0	0	0	0	1	0	0
30,000	28	3	2	2	5	5	4	1,200	1,200	1,200	1,200	1,200	600	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	1
150,000	36	2	0	0	0	0	0	86,333	88,931	92,441	102,903	105,240	109,479	4,000	5,000	12,000	4,000	6,000	50,000	1	0	0	0	1	0	0	0	1	0	0	1
720,000	45	0	0	0	0	0	0	125,529	112,933	105,582	104,501	83,504	79,411	8,019	8,043	10,092	3,020	2,591	10,081	0	1	0	1	0	0	0	0	1	0	0	0
80,000	53	2	2	2	2	0	0	6,469	8,947	9,853	9,546	9,890	10,479	2,600	1,200	0	503	900	0	1	0	0	0	1	0	0	0	1	0	0	1