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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
210,000	31	-2	-2	-2	-2	-2	-2	31,808	9,283	7,846	38,141	9,461	33,978	9,283	7,846	38,218	10,000	33,978	0	0	1	1	0	0	0	1	0	1
210,000	40	0	0	0	0	2	0	23,764	21,911	23,204	19,709	14,418	13,366	1,367	1,777	1,577	0	1,366	3,130	1	0	1	0	0	0	1	0	0
160,000	35	-1	-1	-1	-1	-1	-1	19,082	2,815	27,380	10,028	2,824	9,940	2,815	27,380	10,050	3,000	9,940	12,498	0	1	1	0	0	0	0	1	0
110,000	23	0	0	0	0	0	0	106,963	101,958	85,914	73,638	72,119	73,764	5,023	3,900	2,600	5,000	3,000	3,000	0	1	0	1	0	0	0	1	0
160,000	47	-1	-1	-1	-1	-1	0	988	779	637	2,667	16,746	23,591	779	638	2,670	16,746	7,069	7,000	1	0	0	1	0	0	1	0	0
460,000	35	1	-1	-1	0	0	0	-14	693	224,526	227,242	228,126	143,697	707	224,850	5,000	4,593	23,584	0	0	1	1	0	0	0	0	1	0
20,000	30	1	2	0	0	2	0	17,819	17,244	18,938	19,836	19,390	19,664	0	2,000	1,500	0	1,000	1,500	1	0	0	1	0	0	0	1	1
200,000	32	-2	-2	-2	-2	0	0	0	0	-10,542	148,287	146,948	148,772	0	1,685	326,974	5,200	5,500	6,000	0	1	1	0	0	0	0	1	0
300,000	37	-2	-2	-1	0	0	0	8,756	26	19,999	17,139	10,304	16,062	26	20,018	1,072	206	6,003	0	0	1	1	0	0	0	1	0	0
30,000	25	0	0	0	0	0	0	14,045	15,363	16,108	17,888	16,505	16,511	1,555	1,300	4,894	1,000	800	2,200	0	1	0	1	0	0	0	1	0
300,000	36	-2	-1	-1	-2	-2	-2	540	1,283	843	0	444	0	1,283	843	0	444	0	0	0	1	1	0	0	0	1	0	0
260,000	35	0	0	0	0	0	0	51,133	60,247	63,615	71,839	75,506	78,647	10,000	5,000	10,000	5,000	5,000	10,000	0	1	1	0	0	0	1	0	0
30,000	45	-1	-1	-1	-1	-1	-1	390	390	390	390	0	780	390	390	390	0	780	0	1	0	0	1	0	0	1	0	0
50,000	53	0	0	0	0	0	0	48,684	49,466	50,544	25,381	9,652	9,464	1,974	2,442	1,669	330	1,342	330	1	0	0	0	1	0	1	0	0
80,000	22	-1	-1	-1	-1	0	-1	1,941	2,132	1,667	2,146	1,073	2,761	2,132	1,667	2,146	0	2,761	1,073	0	1	0	1	0	0	1	0	0
360,000	49	-2	-2	-2	-2	-2	-2	348	7,963	198,840	390	390	390	8,047	200,222	1,044	390	390	343	1	0	0	0	1	0	0	1	0
200,000	40	0	0	-1	0	0	0	1,296	2,035	120,921	126,429	85,500	81,305	2,564	124,500	8,000	3,500	4,000	3,000	1	0	0	1	0	0	1	0	0
140,000	30	2	-1	-1	-1	-1	-1	1,070	4,593	4,705	1,710	0	6,096	4,593	4,705	1,710	0	6,096	0	0	1	1	0	0	0	0	1	1
50,000	56	1	-2	-2	-2	-1	-1	0	0	0	0	562	736	0	0	0	562	736	1,269	0	1	0	0	1	0	0	1	1
30,000	49	3	2	2	2	2	2	26,319	27,404	27,769	28,227	28,642	28,042	1,800	1,100	1,200	1,000	0	2,200	1	0	0	1	0	0	1	0	0
200,000	28	2	2	2	2	0	0	68,398	73,564	73,548	44,234	42,599	46,192	6,900	1,966	12	1,604	5,164	1,104	0	1	1	0	0	0	0	1	1
50,000	25	2	2	0	0	0	0	51,243	49,805	50,654	41,776	17,083	9,412	0	2,025	2,062	2,016	1,022	1,388	0	1	0	0	1	0	1	0	1
240,000	57	0	0	0	0	0	0	224,041	238,077	245,387	248,945	224,776	11,567	18,800	12,000	10,000	20,019	3,000	9,000	1	0	1	0	0	0	0	1	0
90,000	40	0	0	0	0	0	0	87,190	86,135	87,247	88,943	90,961	44,522	3,068	3,335	3,319	3,590	1,368	1,121	1	0	0	1	0	0	1	0	0
260,000	34	-2	-2	-2	-1	0	0	8,383	2,976	11,237	27,500	27,500	33,880	2,985	11,247	27,500	0	21,380	0	0	1	0	1	0	0	0	1	0
140,000	27	0	0	0	0	0	0	88,588	86,625	89,226	91,680	93,220	94,456	3,200	4,000	4,003	4,003	4,006	4,000	1	0	1	0	0	0	0	1	0
20,000	22	0	0	2	0	0	0	5,473	7,492	4,988	11,680	6,590	0	2,300	0	102	1,500	0	0	0	1	0	1	0	0	0	1	0
500,000	34	-2	-1	-1	-1	-1	-1	33,348	90,852	42,389	19,238	34,750	21,464	90,889	42,398	19,244	34,750	21,464	28,557	1	0	1	0	0	0	1	0	0
160,000	31	-1	-1	-1	-1	-1	-1	24,465	7,747	17,002	17,170	14,685	4,328	7,751	17,016	17,185	14,685	4,328	5,827	1	0	1	0	0	0	1	0	0
170,000	38	0	0	0	0	0	0	146,518	142,954	134,372	84,558	86,538	88,299	7,031	6,026	3,200	3,500	3,200	4,000	0	1	0	1	0	0	1	0	0
240,000	26	0	0	0	0	0	0	24,779	28,630	29,095	28,883	28,372	24,033	5,000	1,700	1,500	755	3,000	120,000	1	0	0	1	0	0	0	1	0
150,000	30	-2	-2	-2	-2	-2	-1	9,248	6,831	2,902	6,468	1,883	1,519	6,871	2,918	6,506	1,893	1,527	5,330	1	0	0	1	0	0	1	0	0
300,000	38	-2	-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
50,000	25	-1	-1	-1	2	0	-1	8,731	2,463	8,514	5,797	2,413	33,353	2,463	8,514	0	0	33,353	5,868	0	1	0	1	0	0	1	0	0
240,000	37	-2	-2	-2	-2	-2	-2	660	31,187	1,280	7,623	0	11,353	31,187	1,280	7,643	0	11,353	2,576	0	1	1	0	0	0	0	1	0
340,000	32	0	0	0	0	0	0	169,246	100,967	102,819	105,477	107,454	110,419	6,000	4,500	5,000	4,000	5,000	4,000	0	1	0	1	0	0	0	1	0
70,000	23	0	0	0	0	0	0	39,935	40,973	41,989	42,823	43,718	45,203	1,683	1,699	1,533	1,585	2,210	1,875	0	1	0	1	0	0	0	1	0
20,000	47	1	2	0	0	0	2	19,739	19,137	19,857	15,422	19,279	9,537	0	1,200	0	9,537	0	0	1	0	0	0	1	0	1	0	0
70,000	25	0	0	2	2	2	4	33,390	34,832	35,472	38,369	42,729	41,496	2,000	1,500	3,500	5,300	0	0	0	1	0	1	0	0	0	1	1
80,000	23	2	2	2	0	0	2	74,860	80,461	78,259	66,068	50,748	51,490	6,865	37	2,122	3,600	1,600	18	0	1	1	0	0	0	0	1	1
80,000	25	0	0	0	0	0	0	78,327	79,322	76,290	58,987	57,947	58,077	3,000	2,454	2,059	2,100	2,149	1,956	0	1	1	0	0	0	0	1	0
280,000	43	2	-1	-1	-1	-1	-1	644	499	1,641	5,280	6,913	-741	499	1,641	5,280	6,915	0	0	0	1	0	1	0	0	1	0	0
80,000	29	0	0	0	0	0	0	12,393	14,187	13,263	11,045	10,259	5,773	2,022	1,308	506	1,516	1,000	1,000	0	1	0	1	0	0	0	1	0
500,000	41	-1	-1	-1	-1	-1	3	5,094	5,626	1,715	-285	1,715	1,395	6,000	1,715	0	2,000	0	0	0	1	1	0	0	0	1	0	0
180,000	30	0	0	0	0	0	0	63,182	64,274	55,112	56,394	57,577	58,564	2,166	2,002	2,200	2,242	2,100	2,330	0	1	0	1	0	0	0	1	0
260,000	35	-2	-2	-2	-2	-1	-1	-124	-124	-124	1,599	360	882	0	0	1,723	366	882	0	0	1	1	0	0	0	1	0	1
380,000	48	0	0	0	0	0	0	64,001	60,427	58,603	58,359	59,527	58,482	5,000	7,000	7,359	10,000	7,000	10,000	0	1	0	1	0	0	1	0	0
130,000	39	2	2	2	2	2	2	66,548	71,034	69,329	74,175	72,383	77,217	5,600	0	6,000	0	6,000	0	1	0	0	0	1	0	0	1	1
80,000	46	0	0	0	0	0	0	74,745	76,314	77,344	49,168	48,243	47,810	2,815	2,345	1,763	1,854	1,737	1,774	0	1	0	1	0	0	1	0	0
290,000	34	-1	-1	-2	-1	-1	-1	1,597	-2,002	-1,001	3,999	0	4,483	0	0	5,000	0	4,483	1,209	1	0	1	0	0	0	0	1	0
100,000	27	-1	-1	-1	-1	-1	-1	3,904	398	931	5,983	2,010	1,413	400	931	5,983	2,010	1,413	3,655	0	1	1	0	0	0	0	1	0
210,000	40	0	0	0	0	0	2	42,820	44,156	44,864	45,768	48,204	49,453	1,856	1,564	1,468	3,000	2,000	2,000	0	1	0	1	0	0	1	0	0
210,000	66	0	0	0	0	0	0	132,797	135,581	138,644	141,679	92,170	93,998	4,921	5,317	5,631	3,345	3,360	3,483	0	1	1	0	0	0	1	0	0
280,000	36	0	0	-2	-2	-2	-2	143,650	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0
310,000	37	0	0	0	0	0	0	30,691	27,595	29,616	29,598	27,589	28,985	7,595	5,616	9,598	5,589	5,985	9,382	0	1	0	1	0	0	1	0	0
20,000	41	0	0	0	0	0	-1	7,434	8,453	9,249	9,438	5,700	1,140	1,300	3,000	189	0	1,140	390	0	1	0	1	0	0	1	0	0
30,000	24	1	-1	-1	-2	-2	-1	-5	565	-25	-25	4,897	6,685	570	25	0	4,922	6,788	0	0	1	0	1	0	0	0	1	0
160,000	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0
250,000	42	0	0	0	0	0	0	212,787	218,035	223,068	228,051	233,072	237,879	9,000	9,000	9,000	9,000	9,000	9,000	1	0	0	1	0	0	0	1	0
50,000	32	0	0	0	0	0	0	19,606	18,516	16,481	12,518	7,538	5,854	5,027	3,053	5,040	1,000	1,016	501	1	0	0	1	0	0	1	0	0
160,000	27	-1	-1	-1	-1	0	-1	288	451	1,665	330	165	794	451	1,680	330	0	794	2,349	0	1	1	0	0	0	0	1	0
360,000	28	-1	-1	2	-1	-1	-1	2,711	780	390	390	390	540	780	0	390	390	540	390	1	0	1	0	0	0	0	1	0
70,000	24	0	0	0	0	0	0	8,193	7,569	8,127	8,838	8,736	10,753	1,122	2,127	2,000	1,736	2,753	2,177	0	1	0	1	0	0	1	0	0
110,000	45	0	0	0	0	0	0	66,820	36,002	37,484	38,935	40,633	41,393	4,400	3,900	3,900	4,000	3,100	1,600	1	0	0	0	1	0	1	0	0
90,000	25	0	0	0	0	0	0	74,818	57,334	49,899	37,251	33,061	30,869	2,400	1,502	2,006	1,500	1,500	1,500	0	1	0	0	1	0	0	1	0
70,000	52	0	0	0	0	0	0	105,991	67,243	67,533	28,653	29,253	26,185	2,777	1,751	969	1,004	938	1,122	0	1	0	0	1	0	0	1	0
90,000	53	0	0	0	-2	-2	-1	30,045	30,000	0	0	0	439	1,000	0	0	0	439	20,959	0	1	0	1	0	0	0	1	0
500,000	38	1	-2	-2	-2	-2	-2	27,794	29,712	65,437	30,368	6,265	44,196	30,199	70,403	30,455	36	45,225	35,217	0	1	1	0	0	0	0	1	0
300,000	31	-1	-1	-1	-1	-1	-1	331	331	331	331	-1	199	332	332	332	0	200	0	0	1	0	0	1	0	1	0	0
290,000	24	0	0	0	0	0	0	145,341	136,849	122,627	115,857	101,472	98,069	7,000	6,000	5,024	5,000	5,000	10,000	0	1	0	1	0	0	0	1	0
500,000	37	-1	-1	-1	-1	-1	-1	3,214	0	3,030	1,167	2,255	0	0	3,030	1,167	2,255	0	0	1	0	1	0	0	0	0	1	0
230,000	42	0	0	0	0	0	0	64,489	58,611	54,463	53,008	52,835	40,015	3,100	5,000	5,000	10,000	3,000	5,000	0	1	0	1	0	0	0	1	0
180,000	41	-1	-1	-1	-1	-1	-1	22,777	20,311	20,726	22,111	25,560	2,461	20,328	20,789	22,169	25,560	2,461	10,947	0	1	0	0	0	1	1	0	0
190,000	44	0	0	0	0	0	0	181,045	184,249	158,883	99,255	80,219	81,912	8,000	7,000	4,000	3,000	3,000	3,000	0	1	1	0	0	0	0	1	0
30,000	22	0	0	0	0	0	-1	18,424	18,905	15,037	2,986	4,212	1,161	1,311	1,065	1,000	1,226	1,161	748	0	1	0	1	0	0	0	1	0
20,000	34	0	0	2	-1	-1	-1	3,223	3,176	220	632	0	316	1,220	0	632	0	316	782	0	1	0	1	0	0	1	0	1
50,000	52	0	0	0	0	0	0	39,429	39,548	39,490	38,801	36,087	25,189	1,781	1,770	1,148	1,174	949	590	1	0	0	0	1	0	1	0	0
100,000	56	1	2	2	2	2	2	51,021	53,878	54,046	52,193	55,151	55,873	4,388	2,000	0	4,212	2,126	0	1	0	0	0	1	0	1	0	0
100,000	36	-2	-2	-2	-2	-2	-2	2,205	0	1,983	3,543	0	0	0	1,983	3,543	0	0	2,645	0	1	0	1	0	0	1	0	0
500,000	49	-1	-1	-1	-1	-1	-1	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1	0	1	0	0	0	1	0	0
400,000	37	-1	-1	-1	-1	-1	-1	1,783	1,251	629	0	303	219	1,251	629	0	303	219	1,640	1	0	1	0	0	0	0	1	0
480,000	58	-2	-2	-2	-2	-2	-2	24,610	-310	148,544	18,791	5,909	68,988	4	149,654	18,885	5,940	69,337	200,655	1	0	1	0	0	0	1	0	1
50,000	35	0	0	0	0	0	0	48,813	50,789	49,624	19,880	20,431	19,559	5,000	23,000	838	1,000	1,000	1,000	1	0	0	1	0	0	0	1	0
210,000	41	-2	-2	-2	-2	-2	-2	0	0	769	771	0	695	0	769	771	0	695	1,892	0	1	0	1	0	0	0	1	0
50,000	26	0	0	0	0	0	2	40,959	41,996	43,296	44,187	49,132	48,191	2,000	2,000	1,608	5,684	0	2,000	1	0	0	1	0	0	0	1	0
280,000	27	0	0	0	0	0	-1	39,664	28,033	27,292	16,567	7,021	10,171	9,022	10,006	6,000	1,000	10,200	7,900	1	0	1	0	0	0	0	1	0
50,000	30	-1	-1	-2	-2	-2	-2	1,500	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	1
50,000	24	0	0	0	0	0	0	39,083	40,150	41,181	41,996	43,021	45,700	1,700	1,700	1,501	1,700	3,400	0	0	1	0	1	0	0	0	1	1
50,000	26	2	2	2	2	2	2	46,800	47,830	48,868	49,470	48,003	50,755	2,100	2,100	1,701	1	3,906	0	0	1	0	1	0	0	1	0	1
360,000	47	-2	-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	1
360,000	37	0	0	0	0	0	0	68,438	71,287	73,406	74,397	75,467	79,841	4,000	3,009	3,509	3,500	5,000	5,019	1	0	1	0	0	0	1	0	0
30,000	28	-1	-1	-2	-2	-2	-2	6,731	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0
30,000	26	1	2	2	2	2	2	17,989	17,417	19,807	20,186	19,725	22,225	0	3,000	1,000	0	3,000	0	1	0	0	1	0	0	0	1	1
50,000	35	0	0	0	0	0	0	20,274	44,996	21,147	21,964	21,405	20,297	2,600	1,800	1,500	1,000	1,000	1,000	1	0	0	1	0	0	1	0	0
30,000	22	1	2	2	0	0	-2	14,274	14,367	13,296	12,516	0	0	1,000	0	0	0	0	0	0	1	0	1	0	0	1	0	1
150,000	26	0	0	0	0	0	0	151,812	145,411	132,560	121,003	69,091	55,543	7,005	6,612	4,540	2,426	1,854	2,424	0	1	1	0	0	0	0	1	0
20,000	22	0	0	0	0	0	0	17,377	18,439	19,117	11,983	11,626	1,970	1,360	1,286	1,000	987	39	0	0	1	0	1	0	0	0	1	0
460,000	30	-2	-2	-2	-2	-2	-2	0	0	0	0	630	0	0	0	0	630	0	0	0	1	1	0	0	0	0	1	0
500,000	42	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
210,000	36	-1	-1	-1	-1	-2	-2	1,060	777	7,971	-8	-8	-8	779	7,994	0	0	0	1,704	1	0	0	1	0	0	1	0	0