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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	marriage:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
420,000	29	0	0	0	0	0	0	194,505	144,086	144,169	122,453	120,509	119,783	5,479	5,502	4,193	5,006	4,503	4,003	1	0	1	0	0	0	1	0	0
20,000	22	1	2	2	0	0	0	17,336	17,751	18,113	14,885	14,975	15,311	1,000	1,003	1,300	900	700	4,700	1	0	0	1	0	0	1	0	1
80,000	25	1	2	0	0	2	2	5,999	5,758	7,039	7,595	7,053	7,082	0	1,416	943	100	443	0	0	1	1	0	0	0	1	0	1
180,000	41	0	0	0	0	0	0	183,047	182,506	183,363	183,013	142,048	142,570	6,704	6,973	7,023	7,000	6,000	5,357	1	0	0	0	1	0	1	0	0
50,000	30	0	0	0	0	0	2	14,811	16,262	17,286	17,895	19,450	18,990	2,000	1,600	1,200	2,000	0	1,000	0	1	1	0	0	0	1	0	0
120,000	27	2	0	0	0	0	0	51,244	51,819	53,375	54,620	56,170	57,240	2,000	2,000	1,700	2,000	1,700	1,656	0	1	0	1	0	0	1	0	0
180,000	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	0
100,000	33	0	0	0	0	-2	-2	83,013	89,589	92,887	0	0	0	8,000	5,000	0	0	0	0	0	1	0	1	0	1	0	0	0
150,000	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	0
30,000	35	0	0	0	0	0	0	30,471	30,578	29,846	28,631	27,359	21,750	1,472	2,000	1,064	1,000	1,223	0	0	1	0	1	0	1	0	0	0
160,000	27	1	-1	0	0	0	0	0	11,700	12,829	10,801	10,351	3,366	11,700	12,014	8,000	5,000	0	1,263	0	1	1	0	0	0	1	0	1
20,000	34	1	-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	1
60,000	50	-1	-1	-1	-1	0	0	7,888	13,989	9,588	18,041	14,458	12,710	14,026	9,700	18,064	4,016	5,029	2,828	1	0	0	1	0	1	0	0	0
200,000	32	-1	-1	-1	-2	-2	-2	1,125	2,182	0	0	0	0	2,182	0	0	0	0	0	1	0	1	0	0	0	1	0	1
50,000	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	0
30,000	25	0	0	2	2	2	2	23,657	26,568	27,456	27,915	27,185	28,806	3,300	1,600	1,200	0	2,200	0	0	1	0	1	0	0	1	0	1
150,000	31	2	2	2	2	2	3	57,504	58,590	64,813	63,048	120,660	122,762	2,500	7,628	0	61,923	4,500	3,900	1	0	1	0	0	0	1	0	1
170,000	26	0	0	0	0	0	0	30,005	30,621	30,308	30,163	29,999	29,973	1,842	1,708	1,163	1,199	1,173	952	0	1	0	1	0	0	1	0	0
120,000	31	-2	-2	-2	-2	-2	-2	-66	-33	-33	-33	-33	-33	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0
120,000	37	2	2	2	2	2	2	26,446	27,719	27,570	28,318	29,217	28,598	2,000	600	1,500	1,500	0	1,056	0	1	0	1	0	0	0	1	1
150,000	27	0	0	0	0	0	0	85,993	81,682	83,467	86,076	87,829	58,213	2,922	3,100	4,000	3,536	2,200	2,123	1	0	0	0	1	0	1	0	0
80,000	23	1	2	0	0	2	0	32,337	31,543	32,141	28,622	24,619	23,211	0	1,659	4,000	0	1,000	25,000	0	1	1	0	0	0	1	0	0
20,000	46	0	0	0	0	0	0	17,483	18,552	19,442	14,678	16,791	10,361	1,363	1,256	1,178	311	2,264	0	1	0	0	1	0	1	0	0	1
110,000	24	0	0	0	0	0	0	74,349	70,338	71,796	73,253	74,138	75,691	3,101	3,187	3,244	2,700	2,748	3,331	1	0	0	1	0	0	1	0	0
100,000	38	0	0	0	0	0	0	88,231	91,090	95,935	78,939	28,667	29,549	4,326	7,400	2,914	1,500	1,500	1,500	0	1	0	1	0	1	0	0	1
390,000	44	-1	-1	-1	0	0	-1	4,197	4,688	63,661	60,616	61,357	2,798	4,711	63,701	1,214	1,241	2,812	46,220	1	0	1	0	0	1	0	0	0
390,000	41	2	2	2	2	2	2	167,795	171,245	167,317	175,283	179,140	182,864	7,299	0	12,000	6,500	6,500	0	1	0	1	0	0	1	0	0	1
30,000	24	0	0	2	0	0	2	5,807	7,153	7,877	8,591	10,302	10,006	1,600	1,000	1,000	2,000	0	1,500	0	1	0	1	0	0	1	0	0
490,000	43	-1	-1	-1	-1	-1	-1	25,916	14,187	56,573	81,414	62,063	14,122	14,187	56,717	81,414	62,063	14,122	25,417	1	0	1	0	0	1	0	0	0
50,000	23	-1	-1	0	0	-1	-1	2,165	14,796	20,816	11,804	1,420	0	15,000	20,300	9,500	1,420	0	0	1	0	0	1	0	0	1	0	1
300,000	29	-2	-2	-2	-2	-2	-2	-5,478	-8,584	-14,998	10,980	1,123	4,665	1,220	33	30,044	12	11,493	4,983	0	1	1	0	0	0	1	0	0
50,000	26	0	0	0	0	0	0	49,296	39,427	35,674	31,113	31,734	32,488	1,614	1,546	1,461	1,082	1,210	1,203	0	1	0	1	0	0	1	0	0
420,000	57	-1	-1	-1	-1	-1	-1	666	2,629	4,352	1,440	1,486	2,290	2,629	4,360	2,064	1,486	2,290	1,290	0	1	0	1	0	1	0	0	0
100,000	25	-1	0	0	-1	-1	0	16,659	13,585	7,886	5,578	8,608	11,756	10,000	4,000	5,578	11,756	10,000	5,470	0	1	1	0	0	0	1	0	0
30,000	29	2	-1	-1	-1	2	0	2,030	1,533	3,897	6,978	4,081	3,686	1,533	3,897	4,081	0	155	96	0	1	1	0	0	0	1	0	0
250,000	42	-1	-1	0	0	0	0	30,471	39,968	98,808	78,366	10,668	390	39,968	89,000	10,668	0	0	540	0	1	1	0	0	0	1	0	0
50,000	33	1	2	2	0	0	2	26,957	28,230	27,483	27,728	29,681	29,053	2,000	0	1,000	2,400	0	2,400	1	0	1	0	0	0	1	0	1
140,000	43	-1	0	0	0	0	0	139,445	137,950	133,250	98,147	98,924	95,100	5,500	5,000	3,500	3,510	3,500	3,500	1	0	0	0	1	1	0	0	1
10,000	42	-1	2	0	0	2	2	9,860	9,169	9,055	9,908	9,611	10,059	0	1,200	1,000	0	1,000	0	1	0	0	1	0	1	0	0	1
300,000	52	-1	-1	0	-1	0	0	583	111,383	111,665	14,325	11,416	10,523	111,665	3,000	14,325	0	0	9,927	0	1	1	0	0	0	1	0	0
60,000	36	2	2	2	2	2	2	48,547	49,446	49,857	50,737	52,602	53,613	2,000	1,500	2,000	3,000	2,000	2,000	1	0	0	1	0	0	1	0	1
30,000	32	1	2	2	0	0	0	29,095	30,819	29,214	29,478	23,384	22,428	2,500	0	910	1,000	1,000	1,000	1	0	0	1	0	0	1	0	0
300,000	37	0	-1	-1	-1	-2	-1	4,476	2,521	3,529	-5,364	-8,943	4,057	3,017	4,506	0	0	14,000	12,000	0	1	1	0	0	1	0	0	0
360,000	38	-1	-1	-2	-2	-2	-2	1,659	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0
140,000	26	0	0	0	0	0	2	271,896	141,057	144,306	141,949	141,345	136,379	14,000	7,200	19,000	10,400	0	4,931	0	1	0	1	0	0	1	0	1
220,000	33	2	2	2	2	0	0	153,664	156,646	158,994	154,506	126,399	129,357	7,000	6,300	0	5,000	5,000	5,000	0	1	0	1	0	0	1	0	0
100,000	58	0	0	0	0	0	0	98,067	96,802	97,177	99,043	74,453	76,252	4,600	5,000	4,600	3,000	3,000	3,000	0	1	0	0	1	0	1	0	0
710,000	33	-1	-1	-1	-1	-1	-1	8,471	16,849	940	6,299	4,720	3,738	17,330	944	7,586	4,739	3,754	25,259	1	0	0	1	0	0	1	0	0
120,000	33	0	0	0	0	0	0	8,578	6,492	8,268	6,672	11,724	4,642	5,502	7,921	5,700	10,834	4,000	3,500	1	0	1	0	0	0	1	0	0
330,000	38	-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	1
20,000	23	0	0	3	2	0	0	14,418	18,829	18,248	17,657	18,007	18,385	5,000	0	0	644	668	670	0	1	0	1	0	0	1	0	1
350,000	35	0	0	2	-1	2	2	19,734	5,338	3,042	2,418	2,233	7,176	3,000	0	2,500	0	5,000	0	1	0	1	0	0	1	0	0	0
230,000	34	-1	-1	-1	-1	0	-1	3,128	10,998	1,509	1,390	1,072	849	10,998	1,509	1,390	0	849	3,720	0	1	0	1	0	1	0	0	0
50,000	48	0	0	0	0	0	0	38,031	31,677	27,240	31,505	25,979	25,925	2,000	2,000	5,000	2,000	21,000	0	0	1	0	0	1	1	0	0	0
240,000	36	-1	-1	-1	-2	-2	-2	8,020	717	0	0	0	0	724	0	0	0	0	6,516	0	1	0	0	1	1	0	0	0
160,000	46	0	0	0	0	0	0	116,988	114,956	114,531	106,467	106,967	109,245	4,200	5,555	4,000	4,000	4,000	4,200	1	0	0	1	0	1	0	0	0
50,000	48	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	0	0	1	0	0	1	1	0	0	1
10,000	23	0	0	0	0	2	2	5,857	6,722	8,305	9,405	9,100	13,392	1,117	1,700	1,230	0	761	0	1	0	0	1	0	0	1	0	0
70,000	35	0	0	0	0	0	0	32,507	29,775	31,273	33,739	34,632	33,746	3,000	2,000	3,000	1,600	1,500	1,600	1	0	0	1	0	1	0	0	0
150,000	35	-2	-2	-2	-2	-2	-2	0	26,660	858	0	3,600	0	26,660	858	0	3,600	0	458	0	1	1	0	0	0	1	0	0
380,000	44	0	0	0	0	0	0	371,917	355,744	347,667	304,356	311,458	299,277	15,071	13,500	11,000	12,000	12,000	11,000	0	1	1	0	0	0	1	0	0
170,000	26	0	0	0	0	0	0	172,523	164,962	169,636	152,603	114,885	105,735	8,000	9,000	5,800	3,505	3,500	3,300	0	1	1	0	0	0	1	0	0
50,000	37	1	2	0	0	0	0	49,457	47,080	45,833	45,310	6,313	5,009	0	1,200	1,000	126	1,000	0	1	0	1	0	0	0	0	1	0
150,000	28	-1	-1	-1	-2	-1	-1	893	2,300	0	0	2,222	0	2,300	0	0	2,222	0	0	0	1	1	0	0	0	1	0	0
200,000	41	1	-1	0	-1	2	0	2,217	61,328	2,877	160,944	156,864	160,066	61,634	2,877	160,944	0	5,900	13,000	0	1	1	0	0	1	0	0	1
400,000	32	0	0	0	0	0	0	48,419	51,886	53,291	57,265	61,035	64,879	5,000	3,000	5,000	5,000	5,000	5,000	0	1	1	0	0	0	1	0	0
70,000	25	0	0	0	0	0	0	31,011	28,034	26,363	22,587	21,770	19,525	2,002	1,435	1,294	1,000	1,000	1,001	1	0	1	0	0	0	1	0	0
50,000	27	0	0	0	0	0	0	12,814	15,588	17,321	19,026	20,714	22,210	3,000	2,000	2,000	2,000	2,000	840	0	1	1	0	0	0	1	0	0
180,000	30	-2	-2	-2	-2	-2	-2	50,055	5,320	9,758	6,494	32,830	3,267	5,320	10,008	6,500	32,830	3,267	2,650	0	1	1	0	0	0	1	0	0
150,000	51	0	0	0	0	0	0	71,776	72,909	74,722	77,865	78,819	80,607	2,046	2,413	3,776	2,224	2,448	2,500	0	1	0	1	0	1	0	0	0
180,000	29	1	2	0	0	0	0	36,537	35,655	37,767	39,065	41,967	43,189	0	3,000	2,000	3,500	3,500	5,900	0	1	1	0	0	1	0	0	0
10,000	24	0	0	2	0	0	0	7,760	8,928	8,386	7,512	7,615	7,621	1,471	1,100	1,107	600	264	544	1	0	1	0	0	0	1	0	0
110,000	34	0	0	0	2	0	0	45,302	44,980	46,987	45,165	44,636	45,094	2,100	4,100	0	1,800	2,000	2,000	0	1	0	1	0	1	0	0	0
140,000	28	0	0	0	0	0	0	132,070	134,766	106,450	106,422	104,337	106,886	6,000	4,000	4,000	4,000	4,300	3,600	0	1	0	1	0	1	0	0	0
50,000	46	1	-2	-1	-1	0	0	10,372	-110	1,684	3,697	1,397	0	110	1,794	3,697	1,392	0	0	0	1	1	0	0	1	0	0	0
260,000	38	-1	-1	-1	-1	0	0	892	2,955	10,319	4,078	749	1,040	2,955	10,319	4,078	0	1,040	1,724	0	1	0	1	0	1	0	0	0
10,000	58	2	2	2	2	2	0	8,857	9,964	9,654	10,348	10,044	10,009	1,400	0	1,000	0	515	344	1	0	0	1	0	1	0	0	1
50,000	48	1	-2	-2	-2	-2	-1	6,300	0	0	0	0	5,275	0	0	0	0	5,275	0	1	0	0	0	1	1	0	0	0
70,000	23	0	0	0	0	0	0	69,951	70,722	70,815	63,183	31,633	31,275	3,200	3,202	2,989	1,081	1,099	1,143	0	1	0	1	0	1	0	0	1
280,000	31	0	0	0	0	0	0	207,966	209,146	213,900	5,202	4,282	1,000	5,078	5,069	109	97	25	145	0	1	0	1	0	1	0	0	0
70,000	22	0	0	0	2	0	0	32,845	31,377	31,420	30,940	24,765	25,942	3,100	6,000	1,125	1,300	3,000	2,500	0	1	0	1	0	0	1	0	0
70,000	36	0	0	0	0	0	0	66,888	69,306	24,348	24,744	25,195	25,777	4,000	1,704	1,100	1,000	1,000	1,000	1	0	0	1	0	0	1	0	0
30,000	27	0	0	0	0	0	0	10,410	11,431	12,439	12,530	12,790	12,891	1,495	1,503	594	610	462	478	1	0	0	1	0	0	1	0	0
20,000	22	1	2	2	2	0	0	14,645	14,113	18,550	17,867	18,072	17,899	0	4,675	0	701	563	1,000	0	1	0	1	0	0	1	0	0
80,000	43	2	2	0	0	-1	-1	76,292	77,465	78,834	12,577	18,376	23,766	3,006	5,250	33	18,431	23,944	28,457	1	0	0	0	1	0	1	0	0
50,000	40	0	0	0	0	0	0	31,934	32,711	34,061	32,672	32,479	33,431	2,000	3,000	3,000	3,000	2,000	1,000	0	1	0	1	0	1	0	0	1
140,000	25	2	0	0	0	0	0	26,623	28,863	34,049	36,061	40,003	45,423	3,000	6,000	3,000	5,000	6,000	5,000	0	1	1	0	0	0	1	0	1
50,000	45	0	0	0	0	0	0	49,212	42,376	20,009	20,877	19,642	18,769	1,611	1,700	1,547	785	1,000	888	0	1	0	0	1	1	0	0	0
50,000	26	1	2	3	2	0	0	48,560	52,047	50,597	20,378	18,344	19,618	4,570	0	0	2,000	2,000	341	1	0	0	0	1	0	1	0	0
50,000	46	0	0	0	0	0	2	51,207	47,915	49,073	47,889	51,139	49,000	2,162	2,284	2,100	4,200	0	4,200	0	1	0	0	1	1	0	0	0
200,000	26	-1	-1	-1	-1	-1	-1	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,285	1	0	0	0	1	0	1	0	0
50,000	24	0	0	0	0	0	0	29,186	29,792	26,660	27,416	27,836	28,473	1,500	1,500	1,200	1,010	1,100	980	0	1	0	1	0	0	1	0	0
120,000	31	0	0	0	0	0	0	120,619	118,983	109,786	104,000	121,427	116,652	5,326	5,059	4,000	120,203	5,000	5,000	1	0	0	1	0	0	1	0	0
320,000	46	-1	-1	-1	-1	-1	-1	57,593	534	2,709	0	7,779	0	534	2,709	0	7,779	0	417	0	1	1	0	0	1	0	0	0
160,000	37	0	0	0	0	0	0	153,002	157,427	158,160	156,314	145,663	113,486	7,812	6,700	5,000	5,049	3,825	3,570	0	1	1	0	0	0	1	0	0
90,000	48	2	2	-2	-2	-2	-2	71,900	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	1
500,000	34	0	0	0	0	0	0	80,630	80,112	81,726	74,297	66,132	67,695	3,000	3,006	2,600	3,000	2,600	2,800	0	1	1	0	0	0	1	0	0
330,000	65	0	0	0	0	0	0	20,727	197,441	184,973	172,124	158,958	144,889	194,000	6,710	6,223	5,671	5,274	4,657	1	0	1	0	0	0	1	0	0
200,000	53	0	0	0	0	0	0	66,012	68,099	70,387	71,929	58,133	40,500	2,500	2,700	2,242	2,093	1,300	0	1	0	1	0	0	1	0	0	0
20,000	51	0	0	0	0	0	0	18,673	17,572	18,584	19,097	19,328	37,576	1,297	1,309	822	682	0	1,558	1	0	0	1	0	1	0	0	0