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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	default.payment.next.month int64 0 1
370,000	27	0	0	0	0	0	0	63,412	159,542	160,885	162,368	165,591	121,614	100,000	6,000	6,000	8,000	4,500	3,000	0	1	0	0	1	0	0	1	0
30,000	64	2	2	2	0	0	0	13,594	14,078	14,547	15,304	16,056	20,196	1,000	1,000	1,000	1,000	4,600	0	1	0	0	0	1	0	1	0	1
200,000	34	1	-1	-1	-1	0	0	2,500	9,814	0	4,379	1,699	0	9,814	0	4,379	0	0	0	0	1	0	1	0	0	1	0	1
50,000	29	-1	0	0	2	0	0	20,258	22,932	22,265	23,896	26,514	28,073	3,000	0	2,000	3,000	2,000	1,500	1	0	1	0	0	0	0	1	0
30,000	26	3	2	2	2	2	2	8,893	8,601	10,862	11,485	11,006	12,270	0	2,405	1,100	0	1,600	0	0	1	0	0	1	0	1	0	1
240,000	40	-1	-1	-1	-1	-1	-1	1,643	7,060	650	4,770	2,515	37,405	8,000	5,000	5,000	0	40,000	22,669	1	0	1	0	0	0	0	1	0
30,000	53	1	2	2	2	2	2	18,361	20,250	19,637	21,705	21,059	23,716	2,500	0	2,403	0	3,000	0	1	0	0	0	1	0	1	0	1
500,000	36	-2	-2	-2	-2	-2	-2	51,132	8,830	7,570	1,576	0	13,295	8,830	7,570	1,576	0	13,295	38,090	0	1	0	0	1	0	0	1	0
170,000	23	2	0	0	0	0	0	160,189	150,377	138,779	129,548	121,625	108,462	5,936	4,584	4,002	4,093	4,187	4,335	0	1	0	1	0	0	1	0	0
150,000	50	-1	-1	-1	-1	-1	2	829	18,311	3,023	2,914	3,529	2,989	18,400	3,500	3,025	3,600	0	1,600	1	0	1	0	0	0	0	1	0
140,000	43	0	0	0	0	0	0	138,859	141,393	135,784	136,258	137,747	138,593	5,100	4,779	6,000	6,000	6,000	5,200	1	0	1	0	0	0	0	1	1
50,000	28	0	0	-2	-2	-2	-2	4,545	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	1
30,000	42	0	0	0	0	0	2	27,276	30,470	27,699	28,257	30,695	30,059	3,671	1,500	1,018	2,900	0	869	0	1	0	1	0	0	1	0	0
30,000	23	0	0	0	0	0	0	12,775	13,864	14,927	15,378	15,978	16,560	1,600	1,600	1,000	1,000	1,000	1,000	0	1	0	1	0	0	0	1	0
100,000	46	-1	-1	0	-1	-1	-1	390	3,505	5,695	3,480	2,949	477	3,505	2,695	3,480	2,949	477	1,753	1	0	0	1	0	0	1	0	0
50,000	24	0	0	0	0	0	0	40,246	41,679	41,688	32,806	18,609	19,793	2,128	3,000	6,000	1,000	1,500	705	0	1	1	0	0	0	0	1	0
200,000	29	1	2	0	0	0	2	57,982	55,005	54,742	54,401	42,923	40,365	0	2,200	1,671	3,000	0	4,600	0	1	0	1	0	0	1	0	0
20,000	30	0	0	0	0	0	0	21,302	18,842	19,370	19,355	17,155	18,660	1,300	1,800	1,106	435	1,599	1,000	0	1	0	1	0	0	0	1	0
50,000	43	0	0	0	0	0	0	8,214	8,034	9,044	9,225	9,417	9,617	1,140	1,150	331	341	356	330	1	0	0	1	0	0	1	0	0
150,000	28	0	-1	-1	-1	0	0	5,527	614	12,515	10,749	7,549	5,749	1,000	13,000	12,006	7,000	0	0	0	1	0	1	0	0	1	0	0
200,000	36	-2	-2	-2	-2	-2	-2	45,810	0	0	0	0	0	0	0	0	0	0	40,714	1	0	0	0	1	0	0	1	1
500,000	32	0	0	2	0	0	0	211,508	183,713	158,759	119,566	123,098	132,355	10,070	3,066	13,366	20,898	20,155	16,101	1	0	0	0	1	0	0	1	0
50,000	52	0	0	0	0	0	0	50,557	49,214	50,156	20,186	17,966	19,659	2,283	2,225	1,008	757	2,601	700	1	0	0	1	0	0	0	1	1
80,000	37	-2	-2	-2	-2	-2	-2	1,324	1,087	0	5,963	1,280	1,243	1,087	0	5,963	1,280	1,243	1,216	0	1	0	1	0	0	1	0	0
30,000	26	0	0	0	0	2	0	26,990	24,706	25,022	26,405	25,861	27,778	4,900	2,000	2,100	0	2,500	1,840	1	0	0	1	0	0	0	1	0
230,000	25	0	0	0	0	-1	-1	26,214	26,504	20,010	0	104,160	0	2,000	1,067	0	104,160	0	0	0	1	0	0	1	0	0	1	0
180,000	32	-2	-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
230,000	28	0	0	0	0	0	0	51,545	42,151	44,532	42,517	44,087	40,581	2,000	3,000	2,000	2,000	1,242	2,759	0	1	1	0	0	0	0	1	1
50,000	30	1	3	2	2	2	2	47,629	46,592	47,517	48,439	49,418	50,326	0	2,000	2,000	1,900	1,900	1,900	0	1	0	1	0	0	0	1	1
30,000	32	0	0	2	0	0	0	29,250	30,496	29,702	28,839	29,375	32,729	3,600	0	1,500	1,300	4,000	0	1	0	1	0	0	0	0	1	0
60,000	29	2	2	2	2	2	2	47,631	48,574	49,476	50,360	50,509	52,522	2,000	2,000	2,000	1,100	3,000	0	1	0	0	1	0	0	0	1	0
50,000	39	1	-2	-2	-1	-1	-1	0	0	0	2,219	390	390	0	0	2,219	390	390	390	0	1	0	1	0	0	1	0	0
90,000	42	-1	-1	-1	-1	-1	-1	1,367	2,086	2,987	5,850	2,720	4,541	2,086	2,987	5,856	2,720	4,541	11,387	0	1	0	1	0	0	1	0	0
270,000	49	-2	-2	-2	-2	-2	-2	-173	-173	-173	-173	-173	-173	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0
300,000	46	1	-2	-1	0	-1	-1	0	0	194	1,375	13,970	1,672	0	194	1,181	14,039	1,679	4,156	0	1	0	1	0	0	1	0	0
180,000	64	0	0	0	0	0	0	120,070	123,963	125,022	129,079	130,109	133,714	5,876	4,525	6,123	4,644	5,688	5,699	0	1	0	0	1	0	1	0	0
180,000	36	0	0	0	0	0	0	4,911	6,688	8,432	9,977	10,030	10,836	2,000	2,000	2,000	500	1,100	0	0	1	1	0	0	0	1	0	0
50,000	47	2	0	0	2	2	2	10,992	12,047	15,257	15,410	15,917	15,514	1,540	3,750	700	900	0	600	0	1	0	1	0	0	1	0	1
140,000	38	2	2	2	0	0	2	119,715	122,283	118,913	120,435	139,795	142,950	6,000	0	5,000	21,500	5,500	0	0	1	0	0	1	0	1	0	0
200,000	55	2	2	3	2	2	2	159,017	162,697	163,143	161,906	165,807	169,599	9,159	4,842	3,000	8,000	7,000	3,000	0	1	0	0	1	0	1	0	0
80,000	27	2	-1	-1	0	0	0	1,195	553	1,074	35,783	35,488	36,020	700	1,074	35,000	1,300	1,400	1,300	1	0	0	1	0	0	0	1	0
160,000	33	0	0	0	0	0	0	140,225	140,745	139,923	140,815	139,935	138,912	5,211	5,000	5,000	5,000	5,000	6,000	0	1	0	1	0	0	0	1	0
220,000	25	0	0	-1	0	-1	2	29,664	5,995	8,419	6,523	508	370	1,018	8,424	20	878	1	3,046	1	0	1	0	0	0	0	1	0
180,000	28	-2	-2	-2	-2	-2	-2	0	0	0	1,430	0	0	0	0	1,430	0	0	0	0	1	1	0	0	0	0	1	0
330,000	30	-1	-1	-2	-2	-2	-2	5,014	59,970	18,585	13,835	45,476	25,125	60,207	18,585	13,835	45,476	25,125	21,370	0	1	1	0	0	0	0	1	0
60,000	27	-1	-1	2	0	0	0	1,130	7	7	11,965	11,958	12,069	7	0	11,958	0	611	0	0	1	1	0	0	0	0	1	0
130,000	37	0	0	0	0	0	0	125,780	128,768	130,112	129,785	121,609	123,586	6,500	5,000	5,000	5,000	6,000	5,000	1	0	0	1	0	0	0	1	0
50,000	24	-2	-2	-2	-1	0	0	50,096	49,917	0	24,415	25,305	25,775	1,000	0	24,415	1,295	1,275	0	0	1	0	1	0	0	0	1	0
10,000	42	4	3	2	2	2	0	6,744	6,494	6,247	7,975	7,701	7,787	0	0	2,000	0	359	331	1	0	1	0	0	0	1	0	0
220,000	33	-1	0	0	0	0	0	179,430	177,387	175,378	178,367	177,657	180,346	7,041	6,921	6,858	6,219	6,409	6,659	0	1	0	0	1	0	0	1	0
320,000	24	0	0	0	0	0	0	64,232	67,516	70,774	70,089	71,994	57,805	4,000	4,002	3,000	15,000	5,000	5,000	0	1	1	0	0	0	0	1	0
200,000	39	0	0	0	0	0	0	15,138	16,396	6,989	6,619	7,362	7,252	1,513	1,106	335	845	1,513	413	1	0	0	1	0	0	0	1	0
30,000	29	-1	-1	-1	0	0	0	3,489	14,926	9,937	8,027	14,709	7,483	14,969	9,942	10	10,022	384	0	0	1	0	0	1	0	1	0	0
30,000	24	0	0	0	0	0	0	31,319	31,181	31,540	31,016	30,531	30,528	1,564	1,800	1,100	1,500	1,500	3,000	0	1	0	1	0	0	0	1	0
160,000	31	-2	-2	-1	0	0	0	2,930	459	2,613	22,315	26,911	35,239	466	4,171	22,137	20,000	12,198	0	1	0	1	0	0	0	0	1	0
50,000	35	0	0	0	-1	-1	-1	41,646	43,257	31,473	1,473	1,473	3,873	4,000	5,300	1,473	1,473	3,873	390	1	0	0	0	1	0	0	1	0
430,000	39	-1	-1	0	0	-1	-1	43,970	46,127	336,073	325,463	38,290	21,800	50,942	325,470	20,003	39,068	21,800	351,282	1	0	1	0	0	0	1	0	0
50,000	25	0	0	0	-2	-2	-2	50,380	38,712	0	0	0	0	4,000	0	0	0	0	0	0	1	1	0	0	0	0	1	0
260,000	52	0	0	0	0	0	0	187,581	184,144	140,829	117,445	114,581	111,726	7,299	5,375	4,227	4,052	3,941	3,626	1	0	0	0	1	0	1	0	1
50,000	24	0	0	0	0	0	0	20,472	19,077	20,094	19,559	16,795	17,233	1,700	1,641	1,600	600	1,000	1,300	1	0	1	0	0	0	0	1	0
270,000	30	0	0	0	2	0	0	25,628	27,880	35,387	34,524	36,630	38,871	3,000	8,000	0	3,000	3,000	2,000	0	1	1	0	0	0	0	1	0
50,000	37	0	0	0	0	0	0	48,890	49,083	48,102	91,452	9,551	9,746	1,787	2,247	1,900	382	195	199	0	1	0	1	0	0	1	0	0
50,000	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0
30,000	27	0	0	0	0	-1	-1	18,556	20,252	22,419	22,075	29,466	28,911	2,000	3,008	5,066	29,572	1,911	1,000	1	0	0	0	1	0	0	1	0
210,000	36	1	2	0	0	0	0	167,970	161,852	163,600	162,303	162,799	161,912	0	8,000	8,000	6,000	6,000	6,000	0	1	0	1	0	0	1	0	1
210,000	43	0	0	0	0	0	0	197,743	201,949	208,690	211,925	48,724	49,743	7,500	10,000	9,085	1,744	1,804	1,816	1	0	0	0	0	1	1	0	0
50,000	32	0	0	0	0	0	0	50,114	50,893	49,660	29,742	29,311	29,739	1,991	1,875	1,044	1,060	1,211	1,179	1	0	0	0	1	0	0	1	0
30,000	38	0	0	2	0	0	2	2,433	4,772	2,897	3,236	3,575	1,764	4,000	0	2,000	2,000	0	1,900	0	1	0	1	0	0	1	0	1
100,000	32	0	0	2	2	2	2	32,200	37,211	36,338	37,698	38,074	40,295	5,884	0	2,270	1,300	3,000	1,700	0	1	0	0	1	0	1	0	0
100,000	35	0	0	0	0	0	0	79,277	80,928	81,284	71,748	67,577	68,217	3,580	3,439	2,474	2,400	2,500	2,523	0	1	0	0	1	0	1	0	0
320,000	45	0	0	0	0	0	0	300,598	308,931	186,223	114,605	117,159	119,733	14,227	9,334	4,106	4,405	4,678	4,527	0	1	0	0	1	0	0	1	0
360,000	26	0	0	0	0	0	0	50,536	28,219	24,996	17,509	5,486	5,295	1,527	2,670	1,062	514	113	245	1	0	1	0	0	0	0	1	0
130,000	28	1	-1	-1	-1	-1	-1	0	14,051	0	1,358	1,039	164	14,051	0	1,358	1,039	164	167	0	1	0	0	1	0	0	1	0
80,000	26	0	0	0	-1	0	0	27,041	27,797	5,958	11,341	5,259	4,278	5,879	1,000	11,360	486	478	0	0	1	0	1	0	0	0	1	0
70,000	44	0	0	0	0	0	0	4,221	6,642	8,361	10,208	11,038	11,848	2,500	2,000	2,000	1,000	1,000	1,000	0	1	0	1	0	0	1	0	1
210,000	47	1	-1	-1	-2	-2	-2	0	296	-204	-204	-204	-204	296	0	0	0	0	0	1	0	0	1	0	0	1	0	0
320,000	32	0	0	0	-1	0	0	281,017	187,071	150,441	167,983	142,305	153,555	10,454	80,003	174,169	10,000	15,013	1,770	1	0	0	1	0	0	0	1	0
120,000	33	0	0	0	0	0	0	119,684	121,113	113,997	117,085	117,945	109,855	5,000	4,200	5,000	5,000	4,200	4,100	1	0	1	0	0	0	1	0	0
70,000	27	1	2	2	2	2	2	61,401	62,712	63,586	64,440	65,761	67,128	2,900	2,500	2,500	2,500	2,600	1,000	0	1	1	0	0	0	0	1	0
70,000	43	2	2	0	-1	0	0	85,863	78,125	68,899	69,131	29,289	29,898	0	1,378	70,000	1,185	1,220	1,119	0	1	0	0	1	0	1	0	1
70,000	23	0	0	0	0	0	0	45,707	40,238	36,620	32,163	29,620	23,384	1,931	1,626	1,760	841	1,000	1,000	0	1	1	0	0	0	0	1	0
360,000	36	-1	-1	-1	-1	0	0	4,279	9,398	26,510	50,810	20,800	0	9,398	26,510	51,109	2,080	0	10,080	0	1	1	0	0	0	0	1	0
500,000	38	0	0	0	0	0	0	74,223	72,419	64,537	60,228	59,038	58,738	3,338	3,022	2,502	2,250	2,350	2,200	1	0	0	0	1	0	1	0	0
80,000	31	-1	-1	-1	-1	-1	-1	780	0	390	390	390	390	0	390	390	390	390	390	1	0	1	0	0	0	0	1	0
100,000	36	0	0	0	0	0	0	87,656	90,341	92,244	93,316	95,158	97,776	5,000	4,300	3,500	3,500	4,200	4,500	0	1	0	1	0	0	0	1	0
90,000	23	0	0	0	0	0	0	18,418	23,068	24,146	25,692	27,364	24,521	5,000	1,454	2,000	2,000	1,500	680	0	1	1	0	0	0	0	1	0
80,000	23	2	2	2	0	0	0	84,052	84,787	77,572	77,123	49,823	50,680	7,100	0	3,500	2,500	2,000	2,000	0	1	1	0	0	0	0	1	1
30,000	47	2	2	2	2	2	2	16,039	17,080	17,302	17,521	17,893	18,252	1,600	800	800	800	800	0	0	1	0	1	0	0	0	1	1
80,000	42	0	0	0	0	0	0	23,931	23,366	22,275	21,631	22,961	19,269	1,500	2,000	1,000	3,000	1,000	1,000	0	1	0	1	0	0	1	0	1
110,000	28	0	0	0	0	0	0	35,208	36,619	38,026	40,332	41,772	43,052	2,000	2,000	3,000	2,000	2,000	2,000	0	1	0	1	0	0	0	1	1
50,000	31	-1	-1	-1	-2	-2	-2	44,461	8,635	-2,550	-3,300	-3,300	-3,300	1,000	0	0	0	0	0	1	0	0	0	1	0	0	1	1
360,000	45	-1	-1	-1	-1	-1	-2	287	29,646	9,251	18,860	-40	-40	29,794	9,297	18,954	0	0	0	1	0	1	0	0	0	0	1	0
500,000	39	0	-1	-1	-1	-2	-2	11,712	523	1,543	0	0	0	523	1,543	0	0	0	0	0	1	0	1	0	0	1	0	0
50,000	39	-1	2	2	2	0	0	23,912	23,242	25,451	24,743	25,263	25,763	0	2,600	0	918	921	1,127	0	1	0	1	0	0	1	0	0
80,000	39	-1	-1	-1	0	-1	-1	2,921	390	6,837	7,309	2,568	2,199	780	6,837	1,000	2,568	2,199	4,067	0	1	0	0	1	0	1	0	1
40,000	27	0	0	2	0	0	0	26,663	31,589	31,772	32,146	33,128	33,923	5,700	1,000	1,200	1,500	1,500	1,900	1	0	0	1	0	0	0	1	1
80,000	24	0	0	0	0	0	0	80,690	79,451	80,672	79,681	78,569	79,817	2,852	2,906	2,828	2,790	2,887	3,100	0	1	0	1	0	0	0	1	0
70,000	49	2	2	2	2	2	2	19,954	21,024	21,790	21,142	23,772	24,930	1,700	1,400	0	3,000	1,700	1,340	0	1	0	0	1	0	1	0	1
200,000	31	-1	2	-1	2	2	-1	2,480	150	206	56	56	440	0	206	0	0	880	440	0	1	0	1	0	0	1	0	0
80,000	31	-1	-1	-1	-1	-1	2	14,401	4,374	15,020	4,233	5,934	158	4,374	15,037	4,233	6,092	0	13,391	0	1	1	0	0	0	0	1	0