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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
50,000	26	0	0	0	0	0	-1	49,378	49,744	40,859	20,706	-1,166	19,133	2,500	1,500	1,206	0	20,689	697	0	1	0	1	0	0	1	0	0	0
30,000	48	0	0	0	0	0	0	46,780	38,099	38,600	29,400	30,000	0	1,899	1,400	1,188	600	0	0	1	0	0	1	0	0	1	0	0	0
150,000	28	0	0	0	0	0	0	100,623	101,593	101,886	101,441	100,829	101,913	4,700	4,000	4,032	3,410	4,000	3,665	0	1	0	0	1	0	0	1	0	0
290,000	36	1	2	2	2	2	0	170,422	173,840	169,476	177,186	161,057	163,338	7,594	0	12,000	0	6,818	5,182	0	1	1	0	0	0	0	1	0	1
70,000	26	0	0	0	0	0	-1	50,680	51,256	47,394	7,879	-1,940	27,545	2,000	1,500	0	0	30,000	656	0	1	0	1	0	0	0	1	0	0
310,000	32	0	0	0	0	0	-1	6,023	23,782	26,024	26,201	20,896	6,579	18,000	3,000	1,500	500	6,579	40,200	1	0	1	0	0	0	0	1	0	0
400,000	28	-1	-1	2	0	0	0	6,500	405,016	391,178	392,932	394,410	410,127	405,016	0	14,000	13,560	28,000	0	0	1	1	0	0	0	1	0	0	0
520,000	46	1	2	2	0	0	2	133,890	106,928	37,238	36,293	55,826	34,989	5,022	0	20,000	40,000	0	5,000	0	1	1	0	0	0	1	0	0	0
20,000	23	0	0	2	0	0	0	6,988	8,310	10,015	9,195	9,539	9,574	1,444	2,000	329	492	342	354	0	1	1	0	0	0	0	1	0	1
50,000	35	0	0	0	0	0	0	4,943	49,411	48,859	10,076	8,442	8,610	45,200	1,285	332	306	308	173	1	0	0	1	0	0	0	0	1	1
300,000	27	-1	-1	-1	0	0	0	42,189	83,754	120,927	105,303	82,475	33,262	83,754	120,927	0	716	25,213	92,250	0	1	1	0	0	0	0	1	0	0
400,000	40	-1	-1	-1	-1	-1	-1	6,376	4,925	4,382	1,240	167,621	3,284	5,949	4,403	1,250	168,459	3,301	11,168	0	1	1	0	0	0	1	0	0	0
340,000	35	1	-1	-1	-1	-2	-1	-8	1,722	1,684	-15	-15	3,016	1,730	1,692	0	0	3,031	0	0	1	1	0	0	0	1	0	0	1
50,000	28	0	0	0	0	0	0	10,051	14,149	21,514	25,359	30,400	39,678	5,000	10,000	5,000	5,780	10,000	10,000	0	1	0	1	0	0	0	1	0	0
230,000	30	0	0	0	0	0	0	246,101	261,430	237,267	212,105	186,149	159,683	38,172	9,000	7,800	6,650	5,496	5,145	0	1	1	0	0	0	0	1	0	0
50,000	22	0	0	0	0	0	0	34,250	34,833	35,625	36,754	16,943	16,234	1,550	1,750	2,270	603	713	1,000	0	1	0	1	0	0	1	0	0	1
50,000	34	1	2	2	2	0	0	35,548	31,713	50,319	42,805	39,207	50,155	0	21,220	13	1,510	15,018	21	1	0	0	1	0	0	0	1	0	0
80,000	28	0	0	0	0	0	0	75,923	57,259	50,845	36,207	32,515	15,128	2,500	2,548	2,500	1,100	1,000	1,000	1	0	1	0	0	0	0	1	0	0
20,000	27	-1	-1	2	0	0	0	191	20,391	19,292	19,545	18,945	19,494	20,200	0	1,310	678	854	767	0	1	0	1	0	0	1	0	0	0
100,000	28	-1	-1	-2	-2	-2	-2	10,000	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0
70,000	26	0	0	0	0	0	2	65,329	64,584	63,600	60,540	26,890	18,923	3,000	4,000	2,000	4,030	0	1,000	1	0	0	1	0	0	0	1	0	0
50,000	22	0	0	2	0	0	0	25,561	26,951	26,570	28,085	27,009	28,142	2,134	1,000	2,001	910	1,510	500	0	1	0	1	0	0	1	0	0	0
50,000	47	0	0	0	0	0	0	50,883	51,117	51,125	50,497	50,544	50,555	2,200	5,300	2,000	2,000	2,000	2,000	0	1	0	1	0	0	0	1	0	1
80,000	25	0	0	0	0	0	0	53,685	15,291	20,694	25,435	30,510	36,101	3,291	5,694	5,435	5,510	6,101	6,742	0	1	1	0	0	0	0	1	0	0
200,000	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0
360,000	39	-1	-1	-2	-2	-1	-1	1,070	0	0	0	906	0	0	0	0	906	0	4,341	0	1	1	0	0	0	0	1	0	1
80,000	36	3	2	2	4	4	3	600	600	600	600	600	300	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	1
160,000	40	0	0	0	0	0	0	150,451	152,384	155,976	157,793	158,652	157,163	7,000	7,500	6,008	5,516	6,011	6,009	1	0	0	0	1	0	1	0	0	0
120,000	40	0	0	0	0	0	0	94,166	73,086	62,511	36,996	30,311	26,414	3,500	2,347	5,000	3,000	2,000	10,000	1	0	0	1	0	0	1	0	0	0
150,000	49	0	0	0	2	0	0	20,604	21,614	24,535	23,778	24,255	24,630	1,359	3,280	0	1,000	750	681	1	0	1	0	0	0	1	0	0	0
10,000	27	1	2	0	0	0	0	5,150	4,922	5,941	6,984	7,120	7,267	0	1,257	1,300	400	410	420	0	1	0	1	0	0	0	1	0	0
210,000	46	-1	2	-1	-1	-2	-2	594	594	21,445	0	0	0	0	21,451	0	0	0	0	0	1	0	1	0	0	1	0	0	0
390,000	27	0	0	0	0	0	0	304,867	299,998	300,426	292,869	292,885	281,826	13,007	10,612	10,041	11,000	10,512	7,000	0	1	1	0	0	0	0	1	0	1
80,000	26	-1	-1	-1	-1	-1	-1	3,900	331	9,970	4,250	4,574	0	331	9,970	4,250	4,574	0	0	0	1	1	0	0	0	0	1	0	0
50,000	43	0	0	0	-2	-2	-2	34,110	3,552	0	0	0	0	3,505	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0
130,000	23	0	0	0	0	0	0	109,592	113,508	115,633	96,898	46,425	0	5,733	5,659	4,680	2,325	0	0	0	1	0	0	1	0	1	0	0	0
360,000	39	-1	2	2	-2	-2	-2	655	655	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
500,000	28	0	0	0	0	0	0	182,416	150,298	88,448	58,009	47,336	7,112	5,000	3,850	3,248	13,736	14,256	220,371	0	1	0	1	0	0	0	1	0	0
290,000	34	1	-2	-1	0	0	0	0	0	4,524	8,440	10,300	0	0	4,524	4,000	2,000	0	0	1	0	0	1	0	0	0	1	0	1
100,000	30	1	-2	-2	-2	-2	-2	-4	-4	-4	-4	-4	-4	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
20,000	32	2	0	0	2	0	0	18,390	19,468	20,844	19,362	19,402	19,607	2,000	3,000	0	850	920	750	1	0	0	1	0	0	1	0	0	1
280,000	29	-2	-2	-2	-2	-2	-2	0	0	320	2,139	0	0	0	320	2,139	0	0	0	0	1	1	0	0	0	0	1	0	0
520,000	39	-1	-1	-1	-1	-1	-1	13,273	12,709	5,480	5,397	70,137	11,819	12,712	5,487	5,397	70,137	11,820	7,888	1	0	1	0	0	0	0	1	0	0
130,000	45	0	0	0	0	0	0	79,277	63,767	62,599	51,950	44,189	38,034	3,500	3,022	2,000	2,000	2,000	2,000	0	1	0	1	0	0	1	0	0	0
20,000	27	0	0	0	0	0	0	19,115	18,962	19,298	19,378	19,717	15,630	1,404	1,130	600	861	313	0	1	0	1	0	0	0	0	1	0	0
600,000	53	2	2	0	0	0	0	467,150	458,862	469,703	447,130	440,982	434,715	0	18,000	16,000	16,000	21,000	20,000	1	0	1	0	0	0	1	0	0	1
290,000	31	-1	-1	-1	-1	-1	-1	21,720	1,240	3,682	4,694	5,258	1,248	1,240	3,682	4,704	5,258	1,248	9,600	0	1	1	0	0	0	0	1	0	0
160,000	51	2	3	2	0	0	0	79,244	77,441	75,598	82,277	84,955	87,549	0	0	8,000	4,000	4,000	4,000	1	0	1	0	0	0	1	0	0	1
50,000	23	0	0	0	0	0	0	46,968	36,912	32,616	29,788	27,562	26,129	1,600	1,500	1,500	1,200	1,078	951	0	1	0	1	0	0	0	1	0	0
180,000	31	-1	-1	-1	-1	0	0	4,582	1,359	316	3,072	2,756	2,440	1,359	316	3,072	0	0	316	0	1	1	0	0	0	0	1	0	1
500,000	45	-2	-2	-2	-2	-2	-2	443,118	155,322	67,515	68,639	70,302	40,721	155,484	67,533	72,049	70,430	40,721	133,611	0	1	0	1	0	0	1	0	0	0
160,000	38	-1	0	0	0	0	0	61,934	65,918	67,214	71,604	75,500	83,933	5,000	3,000	6,000	6,000	10,000	5,000	0	1	0	1	0	0	1	0	0	0
10,000	24	0	0	0	0	0	-2	7,521	8,519	8,142	8,235	0	0	1,145	1,148	1,021	0	0	0	1	0	0	1	0	0	0	1	0	0
10,000	32	0	0	0	0	0	0	8,509	9,228	9,821	9,495	9,469	10,191	1,400	1,300	350	500	1,650	0	0	1	0	1	0	0	0	1	0	0
420,000	34	0	0	0	0	0	0	131,939	136,721	140,011	141,695	144,839	147,954	7,000	7,000	5,500	5,500	5,600	5,000	1	0	1	0	0	0	0	1	0	0
10,000	31	3	2	0	0	0	0	10,243	9,920	8,894	8,136	8,449	8,493	0	1,281	1,135	448	329	287	0	1	0	1	0	0	1	0	0	0
20,000	44	8	7	6	5	4	3	16,942	16,721	16,193	16,445	15,624	15,096	0	0	780	0	0	0	0	1	0	1	0	0	1	0	0	1
20,000	40	1	4	3	2	2	2	17,361	16,803	16,253	15,695	16,832	16,420	0	0	0	1,400	0	603	1	0	0	1	0	0	0	1	0	0
250,000	42	-1	-1	-2	-2	-2	-2	16,240	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0
30,000	35	0	0	0	2	0	0	8,348	9,678	12,702	12,206	12,701	13,839	1,476	3,500	0	1,000	1,500	0	1	0	0	1	0	0	1	0	0	1
80,000	25	-2	-2	-1	-1	-2	-2	3,377	3,377	3,476	3,377	3,377	5,062	3,377	3,476	3,377	3,377	5,062	3,387	0	1	0	0	1	0	1	0	0	0
30,000	26	0	0	0	0	-1	-1	27,594	29,717	28,812	28,762	10,404	8,578	2,595	1,200	1,020	10,404	51,000	0	0	1	0	0	1	0	0	1	0	0
230,000	39	-1	-1	0	0	-2	-2	7,479	31,280	120,000	0	0	0	31,280	90,000	0	0	0	0	0	1	0	0	0	1	1	0	0	0
30,000	27	0	0	0	0	0	0	26,135	27,407	29,002	26,806	25,948	22,162	2,000	2,500	1,500	1,000	2,000	3,000	0	1	1	0	0	0	0	1	0	0
50,000	26	-1	-1	-1	-1	-1	-1	390	2,078	390	390	0	780	2,078	390	390	0	780	0	0	1	0	1	0	0	0	1	0	0
50,000	39	0	0	0	0	0	0	17,698	16,533	17,636	16,956	17,532	19,078	2,005	4,000	1,000	1,000	2,000	1,000	1	0	0	1	0	0	0	1	0	0
180,000	33	-1	0	0	0	0	0	31,689	30,210	39,634	42,625	44,935	48,436	10,000	10,000	5,000	3,000	10,000	30,000	0	1	1	0	0	0	0	1	0	0
500,000	35	-1	-1	-1	-1	-1	-1	3,290	10,881	2,517	2,957	889	40,855	11,000	2,517	2,957	1,000	41,000	170	0	1	1	0	0	0	1	0	0	1
20,000	46	3	2	2	2	3	5	11,698	13,189	14,663	16,109	19,525	18,646	2,000	2,000	2,000	4,000	0	1,000	0	1	0	1	0	0	1	0	0	1
80,000	40	-1	-1	0	0	0	0	1,068	37,102	38,112	40,079	41,040	42,994	37,200	2,000	3,000	2,000	3,000	2,000	1	0	1	0	0	0	0	1	0	0
230,000	39	-1	-1	-1	-1	-1	-1	1,319	770	3,465	0	486	634	770	3,465	0	486	634	0	1	0	1	0	0	0	1	0	0	1
160,000	33	-1	-1	-1	-1	0	0	7,429	7,165	1,849	4,715	799	0	8,000	2,000	4,755	0	0	0	0	1	1	0	0	0	1	0	0	0
290,000	29	-1	0	0	0	0	0	19,315	30,310	29,312	31,404	31,004	29,124	15,000	2,000	3,000	0	0	4,280	0	1	0	1	0	0	0	1	0	0
360,000	27	-2	-2	-2	-2	-2	-2	2,807	894	5,939	1,390	-5	-5	898	5,970	1,396	0	0	0	1	0	1	0	0	0	0	1	0	0
300,000	39	-2	-2	-2	-2	-2	-2	2,973	2,694	7,270	2,970	2,359	8,492	2,702	7,286	2,978	2,369	10,011	7,259	0	1	1	0	0	0	1	0	0	0
50,000	24	0	0	0	0	0	0	54,519	53,638	53,676	51,786	34,919	33,571	2,000	2,880	1,950	1,050	1,010	1,220	0	1	0	1	0	0	0	1	0	0
30,000	27	0	0	2	0	0	0	28,392	31,439	30,394	29,994	29,834	15,960	3,500	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
270,000	37	0	0	0	0	0	0	37,695	33,397	30,534	27,598	26,344	24,641	5,000	2,000	3,000	4,000	3,000	2,000	1	0	0	1	0	0	0	1	0	0
50,000	55	0	0	0	0	0	0	40,623	40,088	38,706	38,034	23,675	22,888	1,616	2,180	2,004	1,000	1,002	1,004	0	1	0	1	0	0	0	1	0	0
220,000	43	-1	3	2	0	0	0	1,090	1,257	1,090	1,090	1,090	0	167	0	0	0	0	0	0	1	1	0	0	0	1	0	0	1
60,000	37	1	-2	-2	-1	-1	-1	-391	-781	-781	389	389	609	0	0	1,950	0	1,000	0	1	0	0	1	0	0	0	1	0	0
250,000	42	-1	-1	2	0	-1	2	744	2,244	1,372	686	1,522	686	2,186	0	0	1,522	0	4,389	0	1	1	0	0	0	1	0	0	0
30,000	26	2	2	2	2	0	0	30,028	26,208	28,804	22,335	17,448	17,448	0	3,400	0	0	0	0	0	1	0	1	0	0	0	1	0	1
200,000	38	0	0	0	0	0	0	181,532	179,645	180,615	180,127	166,755	167,416	8,218	7,912	6,284	6,313	6,200	6,419	1	0	0	0	1	0	1	0	0	0
50,000	39	0	0	-2	-2	-2	-2	51,400	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	1
230,000	33	1	2	2	0	0	0	203,218	208,414	203,466	150,365	119,512	87,434	10,000	0	8,000	5,000	5,000	4,243	1	0	0	1	0	0	1	0	0	0
50,000	24	2	2	7	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	1
500,000	32	0	0	0	0	0	0	208,603	211,340	166,739	166,464	168,722	170,299	8,444	8,009	5,301	5,220	5,419	5,313	1	0	1	0	0	0	0	1	0	0
230,000	35	0	0	0	0	0	0	76,050	76,921	65,452	61,129	55,199	55,380	3,000	4,000	3,000	3,000	2,000	3,000	0	1	0	1	0	0	1	0	0	0
60,000	29	0	0	0	0	0	0	11,976	13,462	15,231	16,966	17,878	19,085	2,000	2,000	2,000	1,500	1,500	1,500	1	0	1	0	0	0	0	1	0	0
160,000	30	-1	-1	0	-1	-1	-1	2,215	8,977	3,300	10,770	11,800	10,043	8,977	1,000	10,770	11,800	10,043	5,325	0	1	0	0	1	0	1	0	0	0
110,000	39	0	0	0	0	0	0	49,464	40,359	34,533	36,819	32,467	35,806	3,007	3,000	3,000	3,000	4,000	3,000	1	0	0	1	0	0	1	0	0	0
230,000	39	2	0	0	0	0	0	183,718	187,811	176,457	125,552	127,993	112,107	7,236	5,603	4,187	4,327	5,237	15,226	0	1	0	1	0	0	1	0	0	1
150,000	41	0	0	0	0	0	-2	20,934	21,364	21,196	21,715	0	0	1,500	1,500	1,000	0	0	0	0	1	0	0	1	0	1	0	0	0
200,000	32	-2	-2	-2	-1	0	0	940	174	1,684	1,581	2,381	2,381	174	1,689	1,581	800	0	0	0	1	0	1	0	0	0	1	0	0
420,000	53	-1	-1	-2	-2	-2	-2	3,717	-2,953	-2,953	-2,953	-2,953	-2,953	5	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0
30,000	25	2	0	0	0	0	0	10,343	11,069	12,082	12,473	12,623	27,460	1,200	1,201	592	500	1,500	0	0	1	0	1	0	0	0	1	0	1
20,000	21	0	0	0	0	0	0	10,109	11,153	11,841	4,725	9,135	18,355	3,000	2,000	1,200	5,000	10,000	8,906	0	1	0	1	0	0	0	1	0	0
20,000	24	0	0	-1	-1	-1	2	19,000	15,114	5,831	14,784	961	311	1,000	5,831	14,784	961	0	15,735	0	1	1	0	0	0	0	1	0	0
50,000	27	2	2	2	2	0	0	47,760	45,064	45,744	43,123	42,343	43,020	0	3,400	0	1,528	3,038	0	0	1	0	1	0	0	0	1	0	1