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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	marriage:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
10,000	23	1	2	0	0	0	2	9,020	8,707	8,519	9,505	10,127	9,677	0	1,391	1,300	900	0	500	1	0	1	0	0	0	0	1	0	1
270,000	25	0	0	0	0	0	0	21,586	239,499	203,867	188,064	147,915	139,976	239,104	7,098	6,179	5,023	6,090	4,000	0	1	0	1	0	0	1	0	0	0
80,000	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0
320,000	39	0	0	0	-1	-1	-1	51,058	34,619	18,079	18,077	1,792	18,344	1,240	1,403	18,084	1,801	18,352	2,072	1	0	0	1	0	0	1	0	0	0
50,000	25	0	0	0	0	0	0	27,232	26,777	27,129	26,613	26,057	25,924	1,439	1,464	1,401	908	935	924	0	1	0	0	1	0	0	1	0	0
80,000	41	0	0	0	0	0	0	78,069	54,955	27,911	11,687	11,926	11,926	1,576	1,589	1,000	239	0	1,696	0	1	0	0	1	0	0	1	0	0
30,000	43	1	2	0	0	0	2	20,518	19,901	20,905	21,509	25,183	24,242	0	1,342	946	4,200	0	1,000	1	0	0	1	0	0	1	0	0	0
250,000	50	-2	-2	-2	-2	-2	-2	193,355	8,173	-11	-11	39,618	20,380	8,173	0	0	39,629	20,380	32,701	0	1	0	0	1	0	1	0	0	0
300,000	36	-1	-1	-1	0	0	0	8,310	2,592	77,000	78,718	80,908	90,495	2,592	77,000	3,000	3,500	11,100	0	0	1	0	1	0	0	0	1	0	0
50,000	22	0	0	0	0	0	0	15,787	17,486	17,823	18,495	18,266	18,631	2,250	1,587	1,259	765	773	476	0	1	1	0	0	0	0	1	0	0
140,000	29	0	0	0	0	0	0	34,052	34,677	35,065	35,668	36,143	37,064	1,553	1,601	1,564	1,399	2,000	2,000	1	0	1	0	0	0	0	1	0	0
230,000	30	-1	-1	-1	0	0	0	550	0	13,013	14,265	13,659	0	0	13,013	1,252	3,659	0	0	0	1	0	0	1	0	0	1	0	0
80,000	25	-1	-1	2	-1	-1	-2	746	4,824	690	6,097	0	0	4,830	0	6,097	0	0	2,169	0	1	1	0	0	0	0	1	0	0
140,000	44	0	0	0	0	2	0	72,763	75,064	76,892	79,522	79,623	80,895	3,905	4,025	4,924	2,381	2,926	3,108	1	0	1	0	0	0	0	1	0	0
200,000	36	0	0	0	0	-2	-2	193,097	199,873	205,150	0	0	0	10,000	10,000	0	0	0	0	1	0	0	1	0	0	0	1	0	0
20,000	39	0	0	0	0	0	0	45,629	46,661	47,594	49,281	18,714	19,162	2,500	2,400	2,000	900	800	600	0	1	0	1	0	0	1	0	0	0
380,000	31	-2	-2	-2	-1	0	0	276	276	0	196,050	202,129	295,891	276	0	202,129	9,500	98,500	17,000	0	1	1	0	0	0	0	1	0	0
30,000	29	2	0	0	-2	-2	-2	28,603	28,785	0	0	0	0	1,000	0	0	0	0	0	1	0	0	1	0	0	0	1	0	1
50,000	24	-1	0	0	0	2	0	48,846	48,136	72,898	36,103	29,384	29,356	1,904	3,700	5,396	6	1,003	1,449	1	0	0	1	0	0	0	1	0	0
110,000	26	0	0	0	0	0	0	103,705	94,786	94,708	83,765	73,122	74,366	3,500	3,500	3,000	3,700	12,488	100	0	1	1	0	0	0	0	1	0	0
30,000	35	2	2	2	2	2	2	14,489	15,460	15,514	14,968	16,026	15,619	1,500	600	0	1,300	0	1,300	1	0	1	0	0	0	0	1	0	0
10,000	29	0	0	0	0	0	0	9,893	8,694	8,365	9,526	9,711	9,764	1,125	1,146	1,307	492	357	901	1	0	0	1	0	0	0	1	0	0
50,000	40	1	2	0	0	0	0	49,039	47,949	49,235	49,577	17,063	17,634	0	2,058	1,400	762	1,000	650	1	0	0	1	0	0	1	0	0	1
360,000	30	-1	-1	-1	-1	-1	-1	312	312	312	312	251	-61	313	313	313	252	1	95,971	1	0	1	0	0	0	0	1	0	1
290,000	50	-1	-1	-1	-2	-2	-2	929	1,729	0	0	0	0	1,732	0	0	0	0	335	1	0	0	1	0	0	1	0	0	0
390,000	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	5,112	0	0	0	0	5,112	0	1	0	0	0	1	0	1	0	0	0
10,000	22	0	0	0	0	0	0	10,063	8,632	8,775	7,092	7,410	7,311	1,194	1,027	176	1,253	2,311	3,101	0	1	0	1	0	0	0	1	0	0
340,000	35	-1	-1	-1	-1	-1	-1	842	2,865	-22	7,569	797	1,211	2,873	0	7,591	799	1,214	18,309	1	0	1	0	0	0	0	1	0	0
20,000	52	0	0	0	0	0	0	16,361	17,368	18,546	19,283	14,821	0	1,285	1,463	1,200	296	0	0	1	0	0	1	0	0	1	0	0	0
20,000	30	-1	-1	-1	0	0	0	390	286	9,457	10,311	10,374	10,692	286	9,847	1,000	1,000	500	442	0	1	0	0	1	0	0	1	0	0
190,000	29	-2	-2	-2	-2	-2	-2	51,632	9,803	3,427	924	-876	-969	1,000	3,524	929	869	7	1,587	1	0	0	0	1	0	1	0	0	0
10,000	37	0	0	0	0	-1	-1	6,930	6,399	4,634	5,388	780	0	1,065	1,246	1,000	780	0	390	1	0	0	1	0	0	1	0	0	0
190,000	32	0	0	0	2	0	0	6,415	8,169	10,060	10,633	11,197	11,907	2,000	2,000	1,000	1,000	1,000	1,000	1	0	0	1	0	0	0	1	0	0
500,000	45	-1	-1	-1	-1	-1	-1	5,307	6,583	5,650	4,472	67,798	65,653	6,616	5,678	4,495	67,969	65,814	38,464	1	0	1	0	0	0	1	0	0	1
80,000	30	2	0	0	0	2	2	38,370	39,448	58,788	62,814	61,682	65,644	2,000	20,000	5,000	0	5,010	2,500	1	0	0	1	0	0	1	0	0	1
50,000	31	0	0	0	0	0	0	49,415	49,547	15,464	15,701	12,192	12,515	1,278	1,195	432	443	526	291	1	0	0	0	1	0	0	1	0	0
180,000	46	1	2	0	0	0	0	35,916	30,711	27,555	26,574	23,123	30,680	1,711	1,300	7,504	1,123	13,000	0	0	1	0	1	0	0	1	0	0	0
410,000	28	2	2	2	2	0	0	407,490	415,276	384,242	343,283	320,407	328,827	16,195	15,282	15,164	12,005	15,000	10,507	0	1	0	0	1	0	0	1	0	0
150,000	31	1	2	2	2	0	0	22,723	22,060	25,195	24,497	24,791	25,462	0	3,500	0	1,000	1,071	950	0	1	0	1	0	0	0	1	0	0
90,000	42	-1	-1	-2	-2	-1	-1	390	0	-390	-780	780	0	0	0	0	1,560	0	0	0	1	0	1	0	0	1	0	0	0
10,000	51	0	0	0	0	0	0	53,095	54,562	5,428	7,928	6,091	0	2,134	1,000	2,500	122	0	0	0	1	0	0	1	0	0	1	0	0
20,000	22	2	0	0	0	0	0	18,565	17,204	17,285	18,085	11,205	5,982	0	1,200	1,000	500	1,000	0	1	0	0	0	0	1	0	1	0	0
150,000	43	-2	-2	-2	-1	0	-1	885	-123	-123	240	123	123	123	0	363	0	123	123	0	1	1	0	0	0	1	0	0	0
20,000	25	0	0	3	2	2	-1	15,789	21,698	21,054	20,355	19,980	3,470	6,500	0	0	10,000	25,065	177	1	0	0	1	0	0	0	1	0	0
180,000	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0
20,000	32	0	0	0	2	2	2	8,217	9,910	12,146	11,954	14,750	14,371	2,000	2,400	600	3,000	0	600	0	1	0	1	0	0	1	0	0	1
180,000	35	-1	-1	-1	-1	-2	-2	1,264	176	1,247	0	0	0	176	1,247	0	0	0	1,768	0	1	0	1	0	0	1	0	0	0
30,000	32	0	0	0	0	0	2	12,452	13,439	14,420	15,838	17,331	16,973	1,500	1,500	2,000	2,000	0	3,600	1	0	0	1	0	0	1	0	0	1
100,000	30	-1	0	0	0	0	0	98,048	97,585	84,514	85,496	69,656	61,532	3,903	8,000	5,000	4,000	3,000	2,300	0	1	0	1	0	0	1	0	0	0
20,000	40	3	3	2	0	0	0	18,244	17,670	17,105	18,335	10,415	8,526	0	0	2,001	3,000	3,000	3,000	0	1	0	0	1	0	0	1	0	0
20,000	34	1	-2	-2	-2	-2	-1	0	0	0	0	0	8,081	0	0	0	0	8,081	0	1	0	0	1	0	0	0	1	0	1
170,000	38	0	0	0	-1	0	0	4,202	5,146	6,494	1,264	948	632	1,336	2,000	1,264	0	0	0	0	1	0	0	1	0	1	0	0	0
20,000	37	0	0	0	0	0	0	16,455	16,511	18,902	18,768	18,650	19,175	1,609	3,000	663	676	834	782	1	0	0	1	0	0	1	0	0	0
100,000	27	0	0	0	0	0	0	14,712	19,142	37,882	40,882	45,683	5,765	5,000	20,000	3,000	5,000	2,000	2,000	1	0	1	0	0	0	0	1	0	0
230,000	40	-1	-1	-1	-1	-1	-1	1,856	32,254	4,805	1,600	4,712	3,466	32,254	4,819	1,600	4,712	3,466	3,199	0	1	0	0	1	0	1	0	0	0
80,000	34	2	3	2	2	2	0	78,489	76,697	74,847	79,620	78,257	79,953	0	0	6,000	0	3,200	3,000	0	1	0	0	1	0	1	0	0	0
260,000	43	1	-1	2	0	-1	-1	-10	5,172	2,800	3,804	5,009	3,035	5,182	9	2,998	5,034	3,050	2,965	1	0	1	0	0	0	1	0	0	0
420,000	35	-1	-1	-1	-1	-1	-1	7,572	18,847	16,615	14,156	9,058	3,281	18,920	16,615	14,156	9,058	3,281	5,971	0	1	0	1	0	0	0	1	0	0
450,000	37	-2	-2	-2	-2	-2	-2	324	302	5,018	317	1,614	324	303	5,041	1	1,622	325	316	1	0	1	0	0	0	0	0	1	0
80,000	42	-2	-2	-2	-2	-2	-2	390	1,780	120	0	0	0	1,780	360	0	0	0	0	1	0	0	0	1	0	1	0	0	0
310,000	30	-2	-2	-2	-2	-2	-2	-44	-44	8,915	-35	7,028	-116	0	8,959	0	7,063	0	23,240	1	0	0	0	1	0	0	1	0	0
50,000	23	2	3	2	0	0	0	7,557	7,293	8,017	8,687	9,048	9,306	0	1,000	810	500	408	500	1	0	1	0	0	0	0	1	0	1
50,000	41	-1	-1	-1	0	-1	-1	390	390	780	390	390	390	390	780	0	390	390	1,170	1	0	0	1	0	0	1	0	0	1
20,000	30	3	2	3	3	5	4	15,556	16,987	18,406	20,795	20,175	21,265	2,000	2,000	3,000	0	2,000	0	1	0	0	1	0	0	0	1	0	0
100,000	39	0	0	0	0	0	0	121,895	107,315	115,214	83,649	59,993	62,813	4,500	10,000	11,000	3,000	4,000	3,000	1	0	0	1	0	0	0	1	0	1
110,000	35	-1	2	-1	0	0	-1	549	179	1,166	790	806	1,729	0	1,166	0	446	1,729	0	0	1	1	0	0	0	0	1	0	0
170,000	28	-1	0	0	2	0	0	2,948	3,848	5,646	5,464	5,577	5,889	1,105	1,903	0	296	500	95	0	1	0	1	0	0	0	1	0	1
50,000	22	-2	-2	-2	-2	-1	0	64,498	58,261	401	43,091	29,842	30,601	349	595	54,061	32,384	1,234	1,500	0	1	0	1	0	0	0	1	0	0
60,000	29	-1	2	-1	-1	2	2	546	255	464	1,173	732	1,023	0	500	1,000	0	582	0	1	0	1	0	0	0	0	1	0	1
200,000	49	-1	2	2	2	0	0	52,439	51,040	56,205	54,723	58,657	59,983	0	6,000	0	5,000	2,286	3,000	0	1	0	0	1	0	1	0	0	1
30,000	26	2	0	0	2	0	0	22,364	23,732	30,699	29,727	28,834	16,361	1,753	8,500	9	700	1,179	138	0	1	0	1	0	0	0	1	0	1
80,000	46	0	0	0	0	0	0	81,283	80,390	79,080	77,850	80,330	80,000	2,892	3,000	5,390	4,106	3,000	0	1	0	0	1	0	0	1	0	0	1
120,000	39	0	0	0	0	0	-1	51,662	30,285	24,879	29,479	27,553	14,587	10,000	6,000	5,000	7,553	14,587	1,706	0	1	1	0	0	0	1	0	0	0
360,000	31	-2	-2	-2	-2	-2	-2	0	18,540	9,007	9,500	8,675	6,573	18,540	10,000	10,000	9,000	6,600	32,810	0	1	1	0	0	0	1	0	0	0
310,000	47	-2	-2	-2	-2	-2	-2	-1,874	-2,474	-2,474	-74	2,226	-484	0	0	2,400	2,300	0	0	1	0	1	0	0	0	1	0	0	0
150,000	38	-1	-1	-2	-2	-2	-2	1,242	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
150,000	37	-1	0	0	0	0	0	111,880	106,841	102,490	103,711	104,153	103,240	4,000	3,700	3,700	3,756	3,800	3,500	1	0	0	1	0	0	0	1	0	0
210,000	37	0	0	0	0	0	0	162,518	138,078	134,428	129,871	131,091	118,405	8,006	7,009	5,000	5,000	17,137	3,863	0	1	0	1	0	0	1	0	0	0
180,000	26	0	0	0	-1	-1	-1	24,464	25,332	11,991	4,394	200	200	1,573	3,007	4,394	200	200	200	1	0	1	0	0	0	0	1	0	0
200,000	25	0	0	2	0	0	0	175,435	195,581	190,716	132,731	129,960	66,747	24,720	0	6,000	40,450	13,000	5,000	0	1	0	1	0	0	0	1	0	0
50,000	22	1	4	3	2	0	0	20,065	21,044	20,433	19,799	19,262	19,124	1,600	0	0	900	700	700	0	1	0	0	1	0	1	0	0	0
80,000	23	0	0	0	-1	-1	0	6,085	4,728	5,750	1,361	1,402	1,911	1,128	1,150	1,361	1,402	1,000	344	0	1	0	1	0	0	0	1	0	0
20,000	31	-1	-1	-1	-1	-1	-1	416	416	0	416	416	416	416	416	832	416	416	416	0	1	1	0	0	0	0	1	0	0
230,000	27	0	0	0	0	0	0	228,863	227,814	218,694	191,956	191,741	176,784	8,862	8,933	6,956	7,845	6,784	7,471	0	1	0	1	0	0	1	0	0	0
180,000	30	0	0	0	0	0	0	27,225	28,245	26,743	28,943	30,943	0	1,765	1,000	2,200	2,000	0	0	0	1	0	1	0	0	1	0	0	0
20,000	23	0	0	0	0	0	0	17,849	15,356	17,146	16,319	15,687	16,948	2,000	2,080	2,000	600	1,500	1,000	0	1	1	0	0	0	0	1	0	0
50,000	25	1	-1	0	0	0	0	-8	37,230	10,496	3,614	2,254	1,494	18,631	1,000	0	0	0	0	1	0	0	1	0	0	1	0	0	1
20,000	40	0	0	0	0	0	0	20,324	18,509	20,076	20,035	14,057	0	1,500	20,000	909	1,000	0	0	1	0	1	0	0	0	0	1	0	0
200,000	43	-1	-1	-1	-1	-1	0	9,873	-709	10,291	0	582	291	0	11,000	0	873	0	291	1	0	1	0	0	0	0	0	1	0
430,000	34	-1	-1	-1	-1	-1	-1	5,149	4,588	11,164	1,531	9,848	10,178	4,600	11,220	1,531	9,902	10,202	5,926	0	1	1	0	0	0	1	0	0	0
20,000	22	-1	-1	-2	-2	-2	-2	18,356	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0
80,000	37	0	0	0	0	0	0	68,553	69,191	71,918	71,534	73,344	75,218	3,000	3,310	2,200	2,400	2,500	2,400	1	0	1	0	0	0	0	1	0	0
20,000	26	1	2	2	0	0	2	8,476	10,187	9,885	11,398	12,208	11,869	2,000	0	2,000	1,000	0	1,200	1	0	0	1	0	0	0	1	0	1
230,000	30	2	0	0	0	0	0	63,064	62,725	61,465	57,637	58,172	57,560	2,800	2,158	2,610	2,022	2,064	2,038	0	1	1	0	0	0	1	0	0	1
500,000	44	-1	-1	-1	0	-1	-1	367	15,272	12,925	75,667	67,609	71,946	16,652	76,146	67,697	67,609	71,946	14,000	1	0	1	0	0	0	1	0	0	0
320,000	36	0	0	0	0	0	-1	146,201	129,311	112,151	84,218	76,058	24,068	5,465	3,137	52	2,384	25,094	30,011	1	0	1	0	0	0	0	1	0	0
30,000	23	4	4	3	2	3	2	29,944	29,399	28,632	30,363	29,594	30,932	206	0	2,500	0	2,000	0	0	1	1	0	0	0	0	1	0	0
160,000	28	0	0	0	0	0	0	157,921	144,659	154,012	151,403	115,731	113,635	6,000	25,409	30,000	5,000	5,000	4,500	1	0	1	0	0	0	0	1	0	0
320,000	34	-2	-2	-2	-2	-2	-2	5,250	-3	988	6,420	7,174	-19	0	991	6,452	9,757	0	3,995	1	0	1	0	0	0	0	1	0	0
10,000	45	0	0	0	2	0	0	7,139	8,416	9,815	9,508	9,754	10,192	1,400	1,700	0	400	600	200	1	0	0	1	0	0	1	0	0	1