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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:6 float64 0 1	marriage:0 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
360,000	39	-1	-1	2	-1	-1	0	264	1,139	264	2,193	528	264	1,139	0	2,193	528	0	264	1	0	1	0	0	0	0	1	0	0	0
50,000	51	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	1
80,000	31	-2	-2	-2	-2	-2	-2	3,506	2,372	2,988	273	0	1,542	2,372	2,988	273	0	1,542	3,200	0	1	0	1	0	0	0	1	0	0	0
90,000	28	0	0	0	0	0	0	42,322	43,314	44,354	45,372	46,317	51,292	1,997	2,037	2,055	2,000	5,913	0	1	0	0	1	0	0	0	0	1	0	0
110,000	28	1	2	0	0	0	0	44,278	41,812	43,095	46,292	44,744	36,243	0	2,000	5,000	1,514	1,197	982	1	0	1	0	0	0	0	0	1	0	0
220,000	42	-1	-1	-1	-1	-1	-1	316	316	396	316	32,816	316	316	396	316	32,816	316	316	0	1	1	0	0	0	0	1	0	0	0
620,000	31	-2	-2	-2	-2	-2	-2	5,712	11,598	21,049	13,846	3,565	7,076	11,881	21,171	13,915	3,583	7,111	1,971	1	0	0	1	0	0	0	0	1	0	0
220,000	30	0	0	0	0	0	2	152,514	150,742	142,633	137,337	144,570	140,881	7,149	8,000	5,000	10,800	0	5,600	0	1	0	1	0	0	0	0	1	0	0
150,000	25	-1	-1	-1	-1	0	0	69,333	2,299	5,290	17,205	27,130	3,801	3,401	5,294	17,211	14,635	1	32,784	0	1	0	1	0	0	0	0	1	0	0
130,000	48	0	0	0	0	0	0	102,771	104,003	102,744	31,384	30,057	29,206	4,843	2,608	2,005	1,180	1,100	1,234	1	0	1	0	0	0	0	0	1	0	0
20,000	25	0	0	0	0	0	0	26,694	10,298	9,768	8,798	9,404	6,864	1,200	2,000	2,000	1,000	1,000	1,000	1	0	1	0	0	0	0	0	1	0	0
60,000	29	1	-1	2	-1	-1	-1	0	351	199	3,697	0	532	351	0	3,697	0	532	0	0	1	1	0	0	0	0	0	1	0	1
230,000	29	-2	-2	-2	-2	-2	-2	200	840	0	3,458	499	5,180	840	0	3,458	499	5,180	0	1	0	0	1	0	0	0	0	1	0	0
130,000	35	0	0	0	-1	-1	-1	81,313	117,866	17,740	1,330	7,095	1,190	40,000	5,000	1,330	7,095	1,190	2,090	0	1	1	0	0	0	0	1	0	0	0
20,000	25	0	0	0	0	0	0	11,629	11,936	12,643	13,447	8,199	8,416	1,193	1,290	1,094	1,000	316	1,000	0	1	1	0	0	0	0	0	1	0	0
60,000	24	0	-1	0	0	-1	-1	47,386	4,807	3,434	2,386	2,837	3,358	4,807	1,048	1,000	2,837	3,358	5,093	0	1	1	0	0	0	0	0	1	0	1
50,000	45	0	0	0	0	0	0	25,649	22,379	16,670	8,433	8,609	8,783	1,347	1,138	302	312	317	321	0	1	0	0	1	0	0	0	0	1	0
230,000	40	0	0	0	0	0	0	87,162	88,801	87,972	57,846	57,798	52,071	4,293	3,000	1,928	2,000	2,500	2,000	1	0	1	0	0	0	0	1	0	0	0
220,000	36	-2	-2	-2	-2	-2	-2	122	104	2,635	2,460	859	2,784	104	2,653	2,472	859	2,784	2,287	0	1	1	0	0	0	0	0	1	0	0
340,000	45	-2	-2	-2	-2	-2	-2	3,253	15,865	1,946	546	546	590	15,886	1,946	546	546	590	550	0	1	0	1	0	0	0	1	0	0	0
480,000	39	-2	-2	-1	-1	-1	0	51,303	74,639	67,306	19,895	23,650	12,616	73,428	20,496	34	23,682	29	10,565	0	1	0	0	1	0	0	1	0	0	0
450,000	33	-1	-1	-1	-1	-1	-1	390	390	390	390	389	990	390	390	390	389	992	780	1	0	1	0	0	0	0	1	0	0	0
150,000	34	0	0	0	0	0	0	62,854	50,558	52,738	53,747	55,271	57,250	5,000	3,000	2,500	3,000	3,000	4,870	1	0	1	0	0	0	0	0	1	0	0
200,000	31	0	0	0	0	0	0	24,605	25,653	26,750	24,014	10,885	7,371	1,462	1,559	2,000	390	328	180	0	1	0	1	0	0	0	1	0	0	0
180,000	36	-2	-2	-2	-2	-1	-1	0	0	0	0	680	34,704	0	0	0	680	34,704	700	1	0	1	0	0	0	0	0	1	0	0
40,000	56	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	1
500,000	53	1	1	-1	0	-1	0	7,196	-1,189	4,639	2,800	854	10,854	0	7,439	0	854	10,000	13,313	1	0	1	0	0	0	0	1	0	0	0
250,000	46	0	0	0	0	-1	0	55,891	59,152	20,615	13,896	79,740	70,097	21,343	1,238	1,235	79,788	2,148	18,253	1	0	0	0	1	0	0	1	0	0	0
190,000	34	0	0	0	0	0	0	187,780	189,924	192,232	186,472	190,262	193,403	6,781	7,071	6,744	6,866	7,203	7,182	1	0	0	0	1	0	0	1	0	0	0
150,000	27	-1	-1	-1	-1	-1	-2	9,377	11,908	-5,132	20,710	0	0	11,908	3,038	42,429	0	0	53,867	0	1	0	1	0	0	0	1	0	0	0
160,000	33	0	0	0	0	-2	-2	25,058	20,624	16,280	0	0	0	1,344	1,000	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0
200,000	26	-2	-2	-2	-2	-1	-1	12,716	16,164	1,954	5,297	1,483	3,393	16,244	1,963	3,359	4,849	3,410	2,994	1	0	1	0	0	0	0	0	1	0	0
50,000	25	-2	-2	-2	-2	-2	-2	-1,587	-5,174	-2,587	-2,587	-2,587	-2,587	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	1
50,000	26	2	0	0	0	0	0	49,586	49,865	41,132	31,538	28,896	28,315	2,268	2,200	1,917	1,200	1,030	1,300	1	0	0	1	0	0	0	0	1	0	0
50,000	31	0	0	0	0	2	0	48,548	49,579	27,496	20,414	19,978	18,547	2,032	1,304	1,500	0	868	1,000	1	0	0	1	0	0	0	0	1	0	1
200,000	32	-1	-1	-1	-1	-1	-1	5,150	10,190	10,190	10,190	10,594	11,193	10,190	10,190	10,190	10,594	11,193	10,190	0	1	0	1	0	0	0	1	0	0	0
110,000	26	0	0	0	0	0	0	57,861	47,409	47,743	45,654	26,525	22,937	2,191	1,525	18,236	1,500	2,000	1,000	1	0	1	0	0	0	0	0	1	0	0
80,000	35	-1	-1	-2	-2	-1	-1	1,000	0	0	0	490	707	0	0	0	490	707	450	0	1	1	0	0	0	0	1	0	0	1
130,000	26	0	0	0	0	0	-2	110,922	113,974	126,194	17,832	-3,000	0	5,000	15,066	5,007	0	3,000	825	0	1	0	1	0	0	0	0	1	0	1
360,000	30	-1	-1	-1	0	0	0	13,861	7,795	4,489	10,218	6,509	15,156	7,884	4,808	10,044	4,006	10,046	12,087	0	1	1	0	0	0	0	0	1	0	0
80,000	51	0	0	0	0	-1	0	9,747	7,592	7,420	1,467	7,505	3,837	1,203	1,020	1,467	7,505	135	61	0	1	0	0	0	1	0	0	1	0	0
220,000	38	-1	2	2	2	2	2	2,650	2,650	150	150	150	150	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0
160,000	32	-1	-1	-1	-1	-1	-1	5,315	8,145	2,480	1,920	2,192	8,187	8,300	2,480	1,920	2,192	8,187	552	1	0	1	0	0	0	0	0	1	0	0
250,000	32	0	0	0	0	0	0	255,413	253,019	240,332	244,688	240,221	224,740	10,500	12,000	10,000	10,000	9,000	9,000	0	1	1	0	0	0	0	1	0	0	0
360,000	29	0	0	-2	-2	-2	-1	3,280	0	0	0	0	2,650	0	0	0	0	2,650	0	0	1	1	0	0	0	0	0	1	0	1
230,000	27	-1	-1	-1	-1	-1	-1	16,646	17,265	13,266	15,339	14,307	36,923	17,270	13,281	15,339	14,307	37,292	0	0	1	1	0	0	0	0	0	1	0	0
500,000	31	1	-2	-2	-2	-1	0	0	0	0	0	881	881	0	0	0	881	0	0	1	0	1	0	0	0	0	1	0	0	1
180,000	31	0	0	0	0	0	0	180,754	85,936	88,542	92,055	94,038	95,849	3,085	4,000	5,000	3,514	3,478	3,517	0	1	0	1	0	0	0	0	1	0	0
90,000	45	0	0	0	-1	0	0	86,519	88,925	56,116	48,430	49,585	50,443	4,100	2,500	52,285	2,000	2,100	5,000	1	0	0	0	1	0	0	0	1	0	0
200,000	36	-2	-2	-2	-2	-2	-2	5,644	82,620	14,129	41,359	9,140	0	89,187	14,178	41,359	9,140	0	0	1	0	0	0	1	0	1	0	0	0	0
80,000	28	0	0	0	0	0	-2	36,847	38,847	35,017	36,175	0	0	2,000	2,000	2,000	0	0	0	0	1	0	0	1	0	0	1	0	0	0
60,000	25	0	0	0	0	0	0	57,530	59,869	59,942	28,934	27,461	28,504	3,869	2,742	1,200	1,461	1,504	1,683	1	0	0	0	1	0	0	0	1	0	0
440,000	29	0	0	0	0	0	0	485,921	234,046	214,092	201,210	186,455	169,455	20,000	7,822	8,000	6,000	16,000	4,000	0	1	0	1	0	0	0	0	1	0	0
250,000	49	-2	-2	-2	-2	-2	-2	632	316	316	316	316	316	0	316	316	316	316	316	0	1	0	0	1	0	0	1	0	0	1
330,000	32	0	0	0	0	0	0	155,927	141,523	134,480	126,316	125,396	128,081	5,388	5,079	4,876	4,400	4,600	5,000	0	1	1	0	0	0	0	1	0	0	0
180,000	43	0	0	0	-2	-2	-1	4,819	5,240	999	495	1,776	79,785	1,010	1,003	496	1,781	81,032	3,600	0	1	0	1	0	0	0	0	1	0	0
120,000	32	0	0	0	0	0	2	15,602	16,482	16,743	17,185	18,281	17,312	2,000	1,551	2,000	1,500	457	7,000	0	1	0	1	0	0	0	0	1	0	1
160,000	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0
80,000	31	0	0	0	0	0	0	65,088	65,200	61,969	40,457	42,875	44,724	3,000	4,000	3,000	3,000	4,000	3,000	1	0	0	0	1	0	0	1	0	0	0
60,000	29	0	0	0	0	2	2	40,851	41,891	44,788	47,728	48,617	49,669	2,000	3,600	3,700	1,800	2,000	0	1	0	1	0	0	0	0	0	1	0	0
110,000	30	2	0	0	3	2	2	54,404	57,503	66,128	64,477	65,413	66,520	4,000	9,600	0	2,600	2,300	3,000	1	0	0	1	0	0	0	1	0	0	1
360,000	29	0	0	-1	-1	-1	-1	15,854	8,174	1,004	1,004	646	3,508	1,000	1,004	1,004	646	3,508	0	0	1	1	0	0	0	0	0	1	0	0
280,000	30	-2	-2	-2	-2	-2	-2	3,310	-6	4,759	996	0	1,199	0	4,765	996	0	1,199	909	1	0	1	0	0	0	0	0	1	0	0
190,000	44	-1	-1	2	2	-2	-2	231	3,421	3,190	0	0	0	3,190	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	0
240,000	28	0	0	0	0	0	0	121,109	124,460	126,384	126,917	90,822	83,742	6,000	5,000	4,000	4,000	4,000	3,000	0	1	0	1	0	0	0	0	1	0	0
240,000	44	0	0	0	0	0	0	199,446	200,899	205,084	194,800	183,962	188,496	7,500	10,006	7,000	7,000	8,000	7,000	1	0	0	1	0	0	0	1	0	0	0
20,000	23	0	0	0	0	0	0	17,589	18,387	19,157	19,308	19,486	19,785	1,313	1,308	684	707	848	790	0	1	0	0	1	0	0	1	0	0	1
430,000	32	-2	-2	-1	2	0	0	-15,308	-33,350	95,740	77,875	62,675	48,764	8	145,740	7	2,500	2,021	2,000	0	1	0	1	0	0	0	1	0	0	0
20,000	45	1	3	2	2	0	0	18,838	18,243	18,849	17,724	17,524	0	0	1,200	0	0	0	0	1	0	0	0	1	0	0	1	0	0	1
410,000	41	-2	-2	-2	-1	-1	-1	0	0	0	150	150	1,929	0	0	150	150	1,929	136,869	0	1	1	0	0	0	0	0	1	0	0
480,000	41	0	0	0	-1	-1	-1	76,750	103,618	127,402	7,302	5,155	10,492	30,000	30,000	9,398	5,155	4,101	14,254	1	0	1	0	0	0	0	1	0	0	0
220,000	31	-1	-1	-2	-1	-1	-2	38,746	0	0	110,699	0	0	0	0	110,699	0	0	0	0	1	0	1	0	0	0	0	1	0	1
60,000	31	0	0	0	0	0	0	57,092	58,173	59,626	55,775	28,187	28,978	3,000	3,400	2,300	1,200	1,200	1,500	0	1	0	1	0	0	0	0	1	0	0
310,000	50	-1	-1	-1	-1	-1	-1	316	316	10,131	2,456	316	316	316	10,131	2,456	316	316	316	1	0	1	0	0	0	0	1	0	0	0
180,000	30	1	-1	-1	-1	0	0	1,591	150	8,834	19,565	14,170	9,017	150	8,857	19,565	502	3,000	2,707	0	1	0	1	0	0	0	1	0	0	0
80,000	49	0	0	0	0	0	0	71,775	68,083	50,642	47,283	42,340	40,223	2,911	1,920	1,541	1,502	1,619	1,472	1	0	0	1	0	0	0	1	0	0	0
320,000	44	-1	-1	-2	-2	-2	-2	36,831	28,785	13,104	2,621	9,075	6,564	28,791	13,227	2,621	9,075	6,564	12,767	1	0	0	1	0	0	0	0	1	0	0
200,000	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	1
190,000	44	1	-1	2	0	0	0	-1,600	2,400	2,184	2,184	2,184	0	4,000	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0
100,000	43	0	0	0	0	0	0	5,719	6,633	3,461	4,471	4,560	4,656	1,043	1,064	1,074	163	169	169	0	1	0	0	1	0	0	1	0	0	0
150,000	47	0	0	0	2	0	0	103,226	64,671	64,293	58,024	59,230	54,638	2,627	4,123	0	1,304	1,338	376	0	1	0	0	1	0	0	0	1	0	0
230,000	46	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	83	0	1	0	1	0	0	0	1	0	0	0
50,000	24	1	2	2	0	0	2	50,789	52,158	51,051	50,959	51,121	49,344	2,500	0	2,100	3,500	0	2,000	0	1	1	0	0	0	0	0	1	0	0
20,000	30	0	0	0	0	0	0	19,082	19,691	19,932	19,904	19,549	19,920	1,314	1,405	1,157	802	790	0	1	0	0	1	0	0	0	0	1	0	0
150,000	33	0	0	0	0	0	0	27,221	27,897	25,304	21,894	18,452	28,191	5,000	1,715	1,200	625	10,000	1,000	1	0	1	0	0	0	0	0	1	0	0
50,000	28	0	0	0	0	0	0	6,608	4,571	6,260	6,760	4,762	5,684	2,000	2,000	500	2,000	2,000	1,000	0	1	1	0	0	0	0	0	1	0	0
120,000	31	-1	-1	2	0	0	-2	413	4,480	2,080	2,280	0	0	4,269	0	200	0	0	0	0	1	1	0	0	0	0	1	0	0	0
50,000	27	0	0	0	0	0	0	45,586	46,573	47,332	47,382	47,370	46,200	3,000	2,200	1,600	978	2,000	1,000	1	0	0	1	0	0	0	0	1	0	0
30,000	27	0	0	0	0	0	0	29,083	27,227	28,327	27,831	14,215	32,635	1,500	1,938	2,000	505	25,000	1,229	0	1	0	1	0	0	0	1	0	0	0
160,000	44	2	2	-2	-2	-2	-2	1,500	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	1
280,000	38	-1	-1	-1	-1	0	0	6,491	-1,277	8,413	19,825	22,085	12,316	4,041	16,830	19,862	12,098	19	7,428	0	1	0	0	1	0	0	0	1	0	0
570,000	29	-1	-1	-1	-1	-1	-1	4,119	-1,031	5,100	5,150	5,150	5,138	0	11,500	5,200	5,150	5,138	81,438	1	0	1	0	0	0	0	0	1	0	0
100,000	43	-1	-1	-1	-1	-1	0	21,293	70,962	9,217	1,845	41,194	40,325	70,973	9,226	1,845	41,194	2,920	1,374	0	1	0	1	0	0	0	1	0	0	0
130,000	29	0	0	0	2	0	0	86,584	88,345	94,597	92,077	93,272	96,298	4,100	8,600	0	3,500	7,100	3,600	0	1	0	1	0	0	0	0	1	0	0
390,000	46	-1	-1	-1	-1	-1	-1	6,346	94,921	53,796	6,009	9,096	3,267	94,921	53,796	6,009	9,096	3,267	2,901	1	0	1	0	0	0	0	1	0	0	0
50,000	40	2	2	0	0	0	0	49,157	47,990	38,426	7,816	7,859	7,979	0	2,050	500	500	400	400	0	1	0	0	1	0	0	1	0	0	1
180,000	42	0	0	0	0	0	0	177,027	173,635	172,514	157,768	126,964	125,456	7,003	6,500	7,507	4,500	5,000	5,000	1	0	0	0	1	0	0	1	0	0	0
10,000	50	0	0	0	3	2	2	4,674	6,422	9,145	8,854	8,563	9,918	2,000	3,000	0	0	1,500	0	1	0	0	0	1	0	0	1	0	0	0
60,000	60	-1	-1	-1	-1	-1	-1	390	390	2,840	390	390	769	390	2,840	390	390	769	390	1	0	1	0	0	0	0	1	0	0	0
210,000	38	2	0	0	0	0	0	196,426	194,724	193,397	195,027	199,236	203,241	8,405	8,495	7,800	7,378	7,800	6,900	1	0	0	1	0	0	0	1	0	0	1