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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:4 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
210,000	33	-1	-1	-1	-2	-2	-2	1,971	748	0	0	0	0	822	0	0	0	0	0	0	1	0	1	0	0	1	0	0	1
200,000	55	0	0	0	0	0	0	169,287	172,655	178,858	180,101	173,138	176,920	6,177	8,982	6,758	6,257	6,633	6,115	1	0	0	1	0	0	1	0	0	0
50,000	47	0	0	0	0	0	0	27,121	53,680	20,476	21,781	17,792	16,657	2,000	1,700	2,000	1,000	702	600	0	1	0	1	0	0	1	0	0	0
240,000	29	-1	0	0	0	0	0	30,380	15,579	20,496	15,296	24,332	23,896	10,023	10,000	5,000	15,000	15,000	5,000	0	1	1	0	0	0	0	1	0	0
270,000	27	1	2	0	0	0	0	253,072	247,521	253,024	258,109	243,331	247,504	0	11,000	11,000	8,900	9,000	9,200	0	1	0	1	0	0	1	0	0	0
450,000	41	-1	0	0	2	-1	-1	2,663	3,146	3,246	1,623	1,623	1,694	2,146	1,623	0	1,623	1,694	2,795	0	1	1	0	0	0	1	0	0	0
190,000	42	0	0	0	0	0	0	113,516	116,157	115,639	115,849	118,313	119,973	6,000	5,581	4,237	4,423	5,000	8,888	0	1	0	0	1	0	1	0	0	0
30,000	29	-1	-1	-1	-1	-1	-2	2,405	390	2,476	3,055	0	0	390	2,476	3,059	0	0	0	0	1	0	1	0	0	1	0	0	0
70,000	28	2	2	2	2	2	2	59,794	58,267	63,931	64,585	66,207	67,577	0	6,672	2,300	2,800	2,600	0	0	1	1	0	0	0	0	1	0	1
240,000	30	0	0	0	0	0	0	240,770	243,509	228,735	198,585	202,762	202,932	9,000	8,009	7,100	7,324	7,200	7,074	1	0	1	0	0	0	1	0	0	0
110,000	23	0	0	0	0	0	0	78,793	79,182	76,460	60,136	41,872	38,158	3,400	4,000	2,951	1,600	1,540	1,400	0	1	1	0	0	0	0	1	0	0
230,000	32	0	0	0	0	2	0	87,764	73,526	72,376	76,870	75,211	76,645	2,630	2,614	6,000	0	3,000	2,800	0	1	0	1	0	0	1	0	0	1
500,000	35	-1	-1	-1	-1	-1	-1	1,900	1,489	1,989	1,200	1,451	548	1,489	1,989	1,200	1,451	548	1,048	0	1	0	0	1	0	0	1	0	1
420,000	31	-2	-2	-2	-2	-2	-2	1,569	563	1,914	1,189	1,208	4,964	565	1,923	1,194	1,214	4,988	296	1	0	1	0	0	0	0	1	0	0
160,000	48	0	0	0	-2	-2	-2	156,197	102,650	0	0	0	0	4,700	0	0	0	0	0	1	0	0	0	1	0	1	0	0	1
50,000	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0
280,000	30	0	0	0	0	0	0	166,037	166,291	162,992	134,154	161,057	167,490	12,126	39,102	5,000	30,000	10,000	10,000	1	0	1	0	0	0	1	0	0	0
30,000	25	2	2	2	0	0	2	22,440	24,168	23,481	23,950	25,659	25,098	2,390	0	859	2,097	0	1,092	1	0	0	0	1	0	0	1	0	1
30,000	48	-1	-1	-1	-1	-1	-1	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1	0	0	0	1	0	1	0	0	0
210,000	40	0	0	0	0	0	0	60,183	63,035	70,237	70,228	67,289	85,008	10,000	10,000	10,000	2,576	20,000	10,000	1	0	1	0	0	0	1	0	0	0
110,000	33	0	0	0	0	0	0	107,028	106,818	108,730	112,035	48,492	43,413	4,000	3,783	6,488	4,850	2,000	6,446	0	1	0	1	0	0	0	1	0	0
330,000	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	1
120,000	29	1	2	0	0	0	0	126,412	120,812	121,895	121,208	121,678	122,067	0	4,600	4,512	4,600	4,600	5,200	0	1	0	1	0	0	1	0	0	1
30,000	39	1	2	2	0	0	0	1,623	2,441	3,244	4,034	4,812	6,210	1,000	1,000	1,000	1,000	1,500	0	1	0	0	1	0	0	0	1	0	1
20,000	44	0	0	0	2	2	2	7,661	8,981	10,860	12,380	11,400	0	1,457	2,600	2,000	0	0	0	0	1	0	0	1	0	1	0	0	0
160,000	41	0	0	0	-2	-1	0	53,935	57,997	-3	-3	2,987	1,993	5,000	0	0	2,990	6	2,409	1	0	1	0	0	0	1	0	0	0
150,000	30	0	0	0	0	0	0	175,348	153,679	110,237	46,972	29,045	20,105	9,304	2,921	15,000	1,137	600	0	1	0	0	0	0	1	0	1	0	0
270,000	40	0	0	0	-2	-2	-2	18,751	5,706	0	0	0	0	1,000	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0
80,000	46	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0	1	0	1	0	0	1	0	0	1
360,000	31	-2	-2	-2	-2	-2	-2	990	990	990	990	990	990	990	990	990	990	990	4,970	0	1	0	1	0	0	1	0	0	0
160,000	40	1	-1	-1	-1	-1	-1	0	567	4,027	3,100	2,123	4,899	567	4,059	3,100	2,123	4,899	3,165	1	0	1	0	0	0	1	0	0	0
80,000	23	-1	-1	-1	-1	0	0	444	444	444	888	888	444	444	444	888	444	0	1,038	1	0	1	0	0	0	0	1	0	0
180,000	37	1	-2	-2	-2	-1	0	0	0	0	0	2,201	2,201	0	0	0	2,201	0	0	1	0	1	0	0	0	1	0	0	0
170,000	44	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0
220,000	29	3	3	2	2	2	0	4,695	4,488	4,283	5,807	5,568	5,827	0	0	1,587	0	500	586	0	1	1	0	0	0	0	1	0	1
80,000	36	0	0	0	0	0	0	65,554	66,858	68,279	69,674	71,070	73,612	2,395	2,500	2,530	2,556	3,700	3,000	1	0	0	0	1	0	1	0	0	0
50,000	38	0	0	0	0	0	0	25,809	14,888	20,803	18,395	18,386	18,420	2,000	20,000	700	665	727	505	1	0	0	1	0	0	1	0	0	0
180,000	40	-1	-1	-2	-1	-1	-1	1,903	0	0	3,155	1,173	1,021	0	0	3,155	1,173	1,021	0	0	1	0	0	1	0	1	0	0	0
50,000	43	0	0	0	0	0	2	49,819	49,390	50,612	29,975	30,559	29,433	2,227	2,449	1,778	2,382	0	1,251	0	1	1	0	0	0	1	0	0	1
150,000	25	-1	-1	-1	-1	-2	-2	3,125	8,418	797	-3	-3	-3	8,443	799	0	0	0	0	1	0	1	0	0	0	0	1	0	0
310,000	32	0	0	0	0	0	0	59,901	62,147	62,102	65,875	60,387	43,328	10,020	6,031	10,057	5,028	5,060	4,223	1	0	1	0	0	0	0	1	0	0
110,000	35	0	0	0	0	0	0	28,969	29,568	30,379	84,257	84,762	86,139	1,500	1,706	55,000	3,200	3,300	3,300	0	1	0	1	0	0	1	0	0	0
500,000	34	0	0	0	0	0	0	367,463	287,148	262,173	90,450	9,685	-39,046	10,584	30,232	3,018	1,335	30,000	10,000	0	1	0	1	0	0	0	1	0	0
300,000	31	0	0	0	0	2	-1	43,610	43,280	36,156	30,305	30,155	561	1,655	1,797	750	0	561	500	0	1	1	0	0	0	0	1	0	0
320,000	29	0	0	0	0	0	0	225,892	209,493	170,336	173,806	177,425	181,003	9,429	6,189	6,309	6,510	6,600	6,395	1	0	1	0	0	0	0	1	0	0
50,000	22	0	0	2	2	2	0	37,253	38,075	32,982	31,857	29,647	29,585	5,500	6,194	1,200	0	2,000	2,000	0	1	0	1	0	0	0	1	0	0
80,000	23	2	2	0	0	0	0	71,528	69,817	70,719	39,288	40,500	41,668	0	2,131	2,000	2,000	2,000	3,000	1	0	0	1	0	0	0	1	0	0
440,000	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	162,000	0	0	1	1	0	0	0	0	1	0	0
420,000	29	0	0	0	0	0	-2	408,568	418,589	426,336	84,732	64,614	3,068	18,000	18,691	5,027	3,000	3,068	175,056	0	1	0	1	0	0	0	1	0	0
70,000	26	0	0	0	0	0	0	46,222	47,650	48,867	47,808	43,022	44,077	2,500	2,300	2,300	2,000	1,900	3,000	0	1	1	0	0	0	0	1	0	0
60,000	34	0	0	0	2	0	0	9,928	11,261	12,853	12,352	12,703	13,338	1,500	2,090	0	700	1,000	1,400	0	1	0	0	1	0	1	0	0	1
10,000	32	1	2	0	0	0	0	9,001	8,322	8,630	8,630	7,850	8,150	0	1,400	0	0	1,600	0	1	0	0	1	0	0	0	1	0	1
230,000	53	-1	-1	-2	-2	-2	-2	10,000	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0
120,000	35	-1	-1	-1	-1	-1	-1	500	2,483	250	1,579	223	421	2,483	252	1,579	223	421	8,228	0	1	1	0	0	0	0	1	0	0
320,000	36	-1	2	0	0	0	0	7,868	6,728	13,355	16,876	20,443	24,101	0	8,000	5,000	5,000	5,000	11,906	0	1	1	0	0	0	1	0	0	0
280,000	37	-1	-1	0	0	0	0	1,152	49,293	44,707	39,607	37,542	34,812	49,349	3,045	5,028	5,034	5,024	5,002	1	0	0	1	0	0	0	1	0	0
70,000	24	0	0	0	0	0	0	66,380	68,083	50,822	31,179	28,686	10,806	4,000	3,012	5,000	2,000	3,000	3,000	0	1	0	0	1	0	1	0	0	0
280,000	30	-2	-2	-2	-2	-2	-2	2,946	3,326	132	-20	-20	680	3,326	150	0	0	700	0	0	1	1	0	0	0	0	1	0	0
50,000	53	0	0	0	0	0	0	48,549	49,180	48,521	8,731	8,777	9,261	2,277	2,290	1,500	1,000	1,000	2,000	0	1	0	0	1	0	1	0	0	1
270,000	51	-1	-1	-1	-1	-2	-2	19,984	2,099	12,985	0	0	0	2,099	13,056	0	0	0	0	1	0	1	0	0	0	1	0	0	1
50,000	41	2	2	2	2	2	2	24,064	24,981	25,473	25,857	26,298	25,725	1,600	1,200	1,100	1,000	0	1,948	0	1	0	0	1	0	0	1	0	1
500,000	33	0	0	0	0	0	0	88,832	90,687	84,613	89,944	80,339	77,214	6,047	5,016	10,055	2,513	3,009	14,542	1	0	0	1	0	0	1	0	0	0
280,000	36	-1	-1	-1	-1	-2	-2	27,290	0	720	0	0	0	0	720	0	0	0	0	0	1	1	0	0	0	0	1	0	0
110,000	27	0	0	0	0	0	0	45,443	55,567	65,753	65,379	65,467	64,596	15,567	15,753	5,379	5,467	4,596	3,405	1	0	0	0	1	0	0	1	0	0
140,000	34	2	2	2	2	2	2	124,640	131,032	132,065	129,307	131,154	134,470	9,900	4,700	800	4,012	9,800	1	1	0	1	0	0	0	0	1	0	1
200,000	58	-2	-2	-2	-2	-1	-1	-200	-200	-200	0	5,957	0	0	0	200	5,957	0	0	0	1	1	0	0	0	1	0	0	0
30,000	30	0	0	0	0	0	0	10,024	12,855	14,634	16,378	16,961	19,669	3,000	2,000	2,000	1,000	3,000	1,000	1	0	1	0	0	0	1	0	0	0
20,000	24	1	2	2	2	2	-2	4,697	3,800	5,989	5,761	0	0	0	2,266	38	0	0	0	0	1	0	1	0	0	0	1	0	1
20,000	56	0	0	0	2	0	0	11,471	12,188	15,074	14,426	14,526	15,026	1,214	3,100	0	500	500	0	0	1	0	0	1	0	0	1	0	0
80,000	23	2	0	0	0	0	0	82,628	134,880	67,325	68,652	70,388	76,743	2,500	2,404	3,000	2,800	7,700	0	0	1	0	1	0	0	1	0	0	1
440,000	33	-1	2	-1	2	-1	3	1,137	343	812	168	2,653	2,203	0	1,300	0	2,777	0	0	1	0	1	0	0	0	0	1	0	1
100,000	44	2	2	2	2	3	2	59,586	60,842	61,749	65,130	63,816	65,011	2,800	2,500	5,000	0	2,400	2,400	1	0	0	1	0	0	1	0	0	1
20,000	50	0	0	0	0	0	2	5,519	6,620	7,556	8,570	10,020	9,715	1,200	1,200	1,300	1,600	0	600	1	0	0	1	0	0	1	0	0	0
60,000	23	0	0	0	0	0	0	51,275	41,950	40,861	35,638	32,147	19,796	2,000	1,718	3,800	2,000	2,386	1,000	0	1	1	0	0	0	0	1	0	0
200,000	29	-2	-1	-1	-1	-1	-1	8,099	3,432	2,249	3,367	-33	11,202	3,447	2,261	3,377	0	11,235	2,795	1	0	1	0	0	0	0	1	0	0
50,000	42	0	0	0	0	0	0	13,562	14,821	16,657	17,863	16,811	16,802	1,500	2,500	1,518	1,000	2,000	1,000	0	1	0	0	1	0	1	0	0	0
180,000	27	0	0	0	0	0	0	124,501	126,822	129,440	128,571	128,631	129,813	5,000	6,000	5,000	5,000	5,000	5,000	0	1	1	0	0	0	0	1	0	0
60,000	24	1	2	0	0	0	2	59,201	58,493	58,820	57,827	61,055	56,668	2,300	2,700	2,200	4,500	0	2,200	0	1	0	1	0	0	0	1	0	0
210,000	36	0	0	-2	-2	-2	-2	15,991	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0
80,000	58	0	0	0	-2	-2	-2	3,719	4,444	0	0	0	0	1,000	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0
280,000	50	-1	-1	-1	-1	-1	-1	9,173	11,564	6,781	5,725	3,989	2,599	11,574	7,104	5,857	3,989	2,599	27,192	0	1	0	1	0	0	0	1	0	0
50,000	24	-1	-1	-1	-1	-1	-1	1,354	1,050	-1	7,999	-66	6,784	1,054	0	8,000	0	6,850	11,000	0	1	1	0	0	0	0	1	0	1
350,000	32	0	0	0	0	0	0	227,873	228,009	220,450	190,173	192,649	197,269	10,156	9,000	8,700	7,000	7,600	7,800	1	0	0	1	0	0	0	1	0	1
370,000	29	4	3	2	0	0	0	390,509	382,898	365,461	304,436	311,426	275,628	0	0	10,019	11,000	10,000	10,000	0	1	0	1	0	0	0	1	0	1
140,000	44	0	0	0	0	0	0	127,254	109,717	81,545	81,454	60,176	79,728	6,050	3,700	2,000	3,000	20,000	1,500	0	1	0	1	0	0	1	0	0	1
200,000	35	1	-1	2	-1	0	0	-3,258	7,244	3,498	10,494	6,996	3,498	14,000	0	10,494	0	0	16,248	0	1	0	1	0	0	0	1	0	0
20,000	23	0	0	0	0	0	0	17,728	18,835	38,099	18,471	16,408	17,135	1,700	1,262	1,244	595	1,000	1,000	1	0	0	1	0	0	0	1	0	0
170,000	43	0	-1	-1	-1	-1	-1	20,699	11,614	11,487	14,716	8,172	8,244	11,614	11,487	14,743	8,172	8,244	13,733	0	1	0	1	0	0	1	0	0	0
70,000	35	3	2	2	2	0	0	69,852	67,531	28,650	27,590	27,850	28,085	0	2,708	0	1,010	1,013	2,000	0	1	0	0	1	0	1	0	0	1
70,000	45	2	0	0	0	0	0	67,505	61,595	46,920	47,184	48,058	48,888	2,600	2,056	1,700	2,000	2,000	2,000	1	0	0	0	1	0	1	0	0	1
280,000	30	-1	3	2	-1	-1	-1	652	652	326	476	2,482	-101	0	0	476	2,482	101	326	1	0	0	1	0	0	1	0	0	0
60,000	29	0	0	0	0	0	0	54,932	85,672	41,483	19,394	18,893	19,043	1,900	1,572	1,000	700	668	6,000	0	1	0	1	0	0	0	1	0	1
500,000	48	-1	-1	-1	-1	-1	-1	28,352	35,294	74,846	37,985	33,050	22,185	35,465	75,212	38,169	33,209	22,289	22,289	1	0	0	1	0	0	1	0	0	0
150,000	34	-1	-1	-1	2	2	-2	917	167	1,371	1,200	0	0	2,000	1,371	0	0	0	0	1	0	0	1	0	0	0	1	0	0
50,000	22	0	0	0	0	0	0	8,537	9,591	10,581	10,818	11,050	10,880	1,200	1,163	400	790	400	380	0	1	1	0	0	0	0	1	0	0
170,000	36	-1	-1	-1	-1	-1	-1	2,015	2,015	2,015	2,015	2,015	1,925	2,015	2,015	2,015	2,015	1,925	2,105	1	0	1	0	0	0	1	0	0	0
200,000	27	0	0	-2	-2	-2	-2	24,635	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0
220,000	39	0	0	0	0	0	0	209,596	160,515	141,917	144,811	147,685	150,780	6,888	5,155	5,258	5,284	5,473	5,505	0	1	0	0	1	0	0	1	0	0
210,000	34	0	0	0	0	0	0	146,756	150,057	153,238	156,384	160,056	163,188	5,500	5,510	5,500	6,000	6,000	6,000	0	1	1	0	0	0	1	0	0	0
10,000	50	0	0	0	0	0	-1	3,664	4,526	6,880	8,830	5,550	6,195	1,300	3,000	2,509	0	6,195	0	1	0	0	1	0	0	1	0	0	0