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jbrazzy
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credit-card

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train · 30k rows

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ID int64 1 30k	LIMIT_BAL float64 10k 1M	SEX int64 1 2	EDUCATION int64 0 6	MARRIAGE int64 0 3	AGE int64 21 79	PAY_0 int64 -2 8	PAY_2 int64 -2 8	PAY_3 int64 -2 8	PAY_4 int64 -2 8	PAY_5 int64 -2 8	PAY_6 int64 -2 8	BILL_AMT1 int64 -165,580 965k	BILL_AMT2 float64 -69,777 984k	BILL_AMT3 float64 -157,264 1.66M	BILL_AMT4 int64 -170,000 892k	BILL_AMT5 float64 -81,334 927k	BILL_AMT6 float64 -339,603 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 529k	default.payment.next.month int64 0 1
1	20,000	2	2	1	24	2	2	-1	-1	-2	-2	3,913	3,102	689	0	0	0	0	689	0	0	0	0	1
2	120,000	2	2	2	26	-1	2	0	0	0	2	2,682	1,725	2,682	3,272	3,455	3,261	0	1,000	1,000	1,000	0	2,000	1
3	90,000	2	2	2	34	0	0	0	0	0	0	29,239	14,027	13,559	14,331	14,948	15,549	1,518	1,500	1,000	1,000	1,000	5,000	0
4	50,000	2	2	1	37	0	0	0	0	0	0	46,990	48,233	49,291	28,314	28,959	29,547	2,000	2,019	1,200	1,100	1,069	1,000	0
5	50,000	1	2	1	57	-1	0	-1	0	0	0	8,617	5,670	35,835	20,940	19,146	19,131	2,000	36,681	10,000	9,000	689	679	0
6	50,000	1	1	2	37	0	0	0	0	0	0	64,400	57,069	57,608	19,394	19,619	20,024	2,500	1,815	657	1,000	1,000	800	0
7	500,000	1	1	2	29	0	0	0	0	0	0	367,965	412,023	445,007	542,653	483,003	473,944	55,000	40,000	38,000	20,239	13,750	13,770	0
8	100,000	2	2	2	23	0	-1	-1	0	0	-1	11,876	380	601	221	-159	567	380	601	0	581	1,687	1,542	0
9	140,000	2	3	1	28	0	0	2	0	0	0	11,285	14,096	12,108	12,211	11,793	3,719	3,329	0	432	1,000	1,000	1,000	0
10	20,000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13,007	13,912	0	0	0	13,007	1,122	0	0
11	200,000	2	3	2	34	0	0	2	0	0	-1	11,073	9,787	5,535	2,513	1,828	3,731	2,306	12	50	300	3,738	66	0
12	260,000	2	1	2	51	-1	-1	-1	-1	-1	2	12,261	21,670	9,966	8,517	22,287	13,668	21,818	9,966	8,583	22,301	0	3,640	0
13	630,000	2	2	2	41	-1	0	-1	-1	-1	-1	12,137	6,500	6,500	6,500	6,500	2,870	1,000	6,500	6,500	6,500	2,870	0	0
14	70,000	1	2	2	30	1	2	2	0	0	2	65,802	67,369	65,701	66,782	36,137	36,894	3,200	0	3,000	3,000	1,500	0	1
15	250,000	1	1	2	29	0	0	0	0	0	0	70,887	67,060	63,561	59,696	56,875	55,512	3,000	3,000	3,000	3,000	3,000	3,000	0
16	50,000	2	3	3	23	1	2	0	0	0	0	50,614	29,173	28,116	28,771	29,531	30,211	0	1,500	1,100	1,200	1,300	1,100	0
17	20,000	1	1	2	24	0	0	2	2	2	2	15,376	18,010	17,428	18,338	17,905	19,104	3,200	0	1,500	0	1,650	0	1
18	320,000	1	1	1	49	0	0	0	-1	-1	-1	253,286	246,536	194,663	70,074	5,856	195,599	10,358	10,000	75,940	20,000	195,599	50,000	0
19	360,000	2	1	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
20	180,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21	130,000	2	3	2	39	0	0	0	0	0	-1	38,358	27,688	24,489	20,616	11,802	930	3,000	1,537	1,000	2,000	930	33,764	0
22	120,000	2	2	1	39	-1	-1	-1	-1	-1	-1	316	316	316	0	632	316	316	316	0	632	316	0	1
23	70,000	2	2	2	26	2	0	0	2	2	2	41,087	42,445	45,020	44,006	46,905	46,012	2,007	3,582	0	3,601	0	1,820	1
24	450,000	2	1	1	40	-2	-2	-2	-2	-2	-2	5,512	19,420	1,473	560	0	0	19,428	1,473	560	0	0	1,128	1
25	90,000	1	1	2	23	0	0	0	-1	0	0	4,744	7,070	0	5,398	6,360	8,292	5,757	0	5,398	1,200	2,045	2,000	0
26	50,000	1	3	2	23	0	0	0	0	0	0	47,620	41,810	36,023	28,967	29,829	30,046	1,973	1,426	1,001	1,432	1,062	997	0
27	60,000	1	1	2	27	1	-2	-1	-1	-1	-1	-109	-425	259	-57	127	-189	0	1,000	0	500	0	1,000	1
28	50,000	2	3	2	30	0	0	0	0	0	0	22,541	16,138	17,163	17,878	18,931	19,617	1,300	1,300	1,000	1,500	1,000	1,012	0
29	50,000	2	3	1	47	-1	-1	-1	-1	-1	-1	650	3,415	3,416	2,040	30,430	257	3,415	3,421	2,044	30,430	257	0	0
30	50,000	1	1	2	26	0	0	0	0	0	0	15,329	16,575	17,496	17,907	18,375	11,400	1,500	1,500	1,000	1,000	1,600	0	0
31	230,000	2	1	2	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
32	50,000	1	2	2	33	2	0	0	0	0	0	30,518	29,618	22,102	22,734	23,217	23,680	1,718	1,500	1,000	1,000	1,000	716	1
33	100,000	1	1	2	32	0	0	0	0	0	0	93,036	84,071	82,880	80,958	78,703	75,589	3,023	3,511	3,302	3,204	3,200	2,504	0
34	500,000	2	2	1	54	-2	-2	-2	-2	-2	-2	10,929	4,152	22,722	7,521	71,439	8,981	4,152	22,827	7,521	71,439	981	51,582	0
35	500,000	1	1	1	58	-2	-2	-2	-2	-2	-2	13,709	5,006	31,130	3,180	0	5,293	5,006	31,178	3,180	0	5,293	768	0
36	160,000	1	1	2	30	-1	-1	-2	-2	-2	-1	30,265	-131	-527	-923	-1,488	-1,884	131	396	396	565	792	0	0
37	280,000	1	2	1	40	0	0	0	0	0	0	186,503	181,328	180,422	170,410	173,901	177,413	8,026	8,060	6,300	6,400	6,400	6,737	0
38	60,000	2	2	2	22	0	0	0	0	0	-1	15,054	9,806	11,068	6,026	-28,335	18,660	1,500	1,518	2,043	0	47,671	617	0
39	50,000	1	1	2	25	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	0	0	0	0	1
40	280,000	1	1	2	31	-1	-1	2	-1	0	-1	498	9,075	4,641	9,976	17,976	9,477	9,075	0	9,976	8,000	9,525	781	0
41	360,000	1	1	2	33	0	0	0	0	0	0	218,668	221,296	206,895	628,699	195,969	179,224	10,000	7,000	6,000	188,840	28,000	4,000	0
42	70,000	2	1	2	25	0	0	0	0	0	0	67,521	66,999	63,949	63,699	64,718	65,970	3,000	4,500	4,042	2,500	2,800	2,500	0
43	10,000	1	2	2	22	0	0	0	0	0	0	1,877	3,184	6,003	3,576	3,670	4,451	1,500	2,927	1,000	300	1,000	500	0
44	140,000	2	2	1	37	0	0	0	0	0	0	59,504	61,544	62,925	64,280	67,079	69,802	3,000	3,000	3,000	4,000	4,000	3,000	0
45	40,000	2	1	2	30	0	0	0	2	0	0	18,927	21,295	25,921	25,209	26,636	29,197	3,000	5,000	0	2,000	3,000	0	0
46	210,000	1	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
47	20,000	2	1	2	22	0	0	2	-1	0	0	14,028	16,484	15,800	16,341	16,675	0	3,000	0	16,741	334	0	0	1
48	150,000	2	5	2	46	0	0	-1	0	0	-2	4,463	3,034	1,170	1,170	0	0	1,013	1,170	0	0	0	0	1
49	380,000	1	2	2	32	-1	-1	-1	-1	-1	-1	22,401	21,540	15,134	32,018	11,849	11,873	21,540	15,138	24,677	11,851	11,875	8,251	0
50	20,000	1	1	2	24	0	0	0	0	0	0	17,447	18,479	19,476	19,865	20,480	20,063	1,318	1,315	704	928	912	1,069	0
51	70,000	1	3	2	42	1	2	2	2	2	0	37,042	36,171	38,355	39,423	38,659	39,362	0	3,100	2,000	0	1,500	1,500	1
52	100,000	2	3	3	43	0	0	0	0	0	0	61,559	51,163	43,824	39,619	35,762	33,258	2,000	1,606	1,500	2,000	1,500	1,000	0
53	310,000	2	2	1	49	-2	-2	-2	-2	-2	-2	13,465	7,867	7,600	11,185	3,544	464	7,875	7,600	11,185	3,544	464	0	0
54	180,000	2	1	2	25	1	2	0	0	0	0	41,402	41,742	42,758	43,510	44,420	45,319	1,300	2,010	1,762	1,762	1,790	1,622	0
55	150,000	2	1	2	29	2	0	0	0	0	0	46,224	34,993	31,434	26,518	21,042	16,540	1,600	1,718	1,049	1,500	2,000	5,000	0
56	500,000	2	1	1	45	-2	-2	-2	-2	-2	-2	1,905	3,640	162	0	151	2,530	3,640	162	0	151	2,530	0	0
57	180,000	2	3	1	34	0	0	0	-1	-1	-1	16,386	15,793	8,441	7,142	-679	8,321	8,500	1,500	7,500	679	9,000	2,000	0
58	180,000	2	2	1	34	0	0	0	0	0	0	175,886	173,440	172,308	168,608	132,202	129,918	8,083	7,296	5,253	4,814	4,816	3,800	0
59	200,000	2	1	2	34	-1	3	2	2	2	2	1,587	1,098	782	1,166	700	1,414	0	0	700	0	1,200	0	0
60	400,000	2	2	1	29	0	0	0	0	0	0	400,134	398,857	404,205	360,199	356,656	364,089	17,000	15,029	30,000	12,000	12,000	23,000	0
61	500,000	2	3	1	28	0	0	0	0	0	0	22,848	23,638	18,878	14,937	13,827	15,571	1,516	1,300	1,000	1,000	2,000	2,000	1
62	70,000	1	2	1	39	0	0	0	0	0	-1	70,800	72,060	69,938	16,518	14,096	830	4,025	2,095	1,000	2,000	3,000	0	0
63	50,000	1	1	2	29	2	2	2	2	2	2	24,987	24,300	26,591	25,865	27,667	28,264	0	2,700	0	2,225	1,200	0	1
64	50,000	2	2	1	46	0	0	0	-2	-2	-2	28,718	29,166	0	0	0	0	1,000	0	0	0	0	0	1
65	130,000	2	2	1	51	-1	-1	-2	-2	-1	-1	99	0	0	0	2,353	0	0	0	0	2,353	0	0	0
66	200,000	1	1	1	57	-2	-2	-2	-1	2	2	152,519	148,751	144,076	8,174	8,198	7,918	0	0	8,222	300	0	1,000	1
67	10,000	1	2	1	56	2	2	2	0	0	0	2,097	4,193	3,978	4,062	4,196	4,326	2,300	0	150	200	200	160	1
68	210,000	2	1	2	30	2	-1	-1	-1	-1	-1	300	300	1,159	2,280	300	4,250	300	1,159	2,280	300	4,250	909	0
69	130,000	2	3	2	29	1	-2	-2	-1	2	-1	-190	-9,850	-9,850	10,311	10,161	7,319	0	0	20,161	0	7,319	13,899	0
70	20,000	1	5	2	22	2	0	0	0	0	0	18,565	17,204	17,285	18,085	11,205	5,982	0	1,200	1,000	500	1,000	0	0
71	80,000	1	1	2	31	-1	-1	-1	-1	-1	-1	780	0	390	390	390	390	0	390	390	390	390	390	0
72	320,000	1	2	2	29	2	2	2	2	2	2	58,267	59,246	60,184	58,622	62,307	63,526	2,500	2,500	0	4,800	2,400	1,600	1
73	200,000	2	2	1	32	-1	-1	-1	-1	2	-1	9,076	5,787	-684	5,247	3,848	3,151	5,818	15	9,102	17	3,165	1,395	0
74	290,000	2	1	2	37	1	-2	-1	-1	-1	-1	0	0	3,155	0	2,359	0	0	3,155	0	2,359	0	0	0
75	340,000	1	1	2	32	-1	-1	-1	-1	-1	-1	3,048	5,550	23,337	4,291	80,153	25,820	5,713	23,453	4,314	80,552	25,949	2,016	0
76	20,000	1	2	2	24	0	0	2	0	0	0	14,619	17,216	16,642	16,976	17,332	18,543	2,850	0	610	630	1,500	0	0
77	50,000	1	3	2	25	-1	0	0	0	0	0	42,838	37,225	36,087	9,636	9,590	10,030	1,759	1,779	320	500	1,000	1,000	0
78	300,000	2	1	1	45	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	291	291	291	291	291	0
79	30,000	2	2	2	22	0	0	0	0	0	0	28,387	29,612	30,326	28,004	26,446	6,411	1,686	1,400	560	3,000	1,765	0	1
80	240,000	2	2	2	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
81	470,000	2	3	3	33	0	0	0	0	0	0	165,254	157,784	162,702	69,923	29,271	29,889	6,400	7,566	3,000	960	1,000	3,000	0
82	360,000	2	1	2	26	0	0	0	0	0	-1	23,411	27,796	30,400	33,100	180,000	196	4,796	3,400	3,100	146,900	196	2,963	0
83	60,000	1	3	2	30	0	0	0	0	0	0	26,324	27,471	28,108	21,993	19,899	19,771	1,576	1,213	648	768	1,140	0	1
84	400,000	2	2	1	44	0	0	2	0	0	0	131,595	139,060	126,819	104,430	104,990	94,058	10,700	3	3,050	3,000	3,200	2,800	0
85	50,000	2	3	2	49	0	0	0	0	0	0	48,909	47,863	21,489	20,414	19,342	19,482	1,676	1,302	700	699	849	826	0
86	160,000	1	2	2	33	0	0	0	0	0	0	130,028	107,808	71,934	118,418	118,407	120,418	4,400	3,547	80,000	4,500	4,800	4,500	0
87	360,000	2	1	1	45	-1	-1	2	0	-1	-1	390	1,170	780	390	390	390	1,170	0	0	390	390	390	1
88	160,000	2	2	2	32	0	0	0	0	0	-1	3,826	4,751	6,604	8,604	7,072	766	1,147	2,000	2,000	0	766	2,303	0
89	130,000	2	1	1	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
90	20,000	1	3	2	44	2	2	0	0	0	2	8,583	8,303	9,651	10,488	12,314	11,970	0	1,651	1,000	2,000	0	1,500	0
91	200,000	1	1	1	53	2	2	2	2	2	2	138,180	140,774	142,460	144,098	147,124	149,531	6,300	5,500	5,500	5,500	5,000	5,000	1
92	280,000	2	1	2	39	-1	-1	-1	0	0	-2	7,524	0	3,968	3,868	0	0	0	3,968	0	0	0	0	0
93	100,000	2	1	2	27	-2	-2	-2	-2	-2	-2	-2,000	5,555	0	0	0	0	7,555	0	0	0	0	0	0
94	160,000	2	2	1	37	-1	-1	-1	-1	-1	-2	880	1,602	840	840	0	0	1,602	840	840	0	0	7,736	0
95	60,000	2	2	2	23	0	0	0	0	0	0	45,648	46,850	47,214	19,595	19,209	19,323	1,937	1,301	682	690	816	835	0
96	90,000	1	2	2	35	0	0	0	0	0	0	83,725	85,996	87,653	35,565	30,942	30,835	3,621	3,597	1,179	1,112	1,104	1,143	0
97	360,000	1	1	1	43	-1	-1	-1	-1	-1	0	3,967	8,322	3,394	6,451	26,370	9,956	8,339	3,394	12,902	27,000	0	68,978	0
98	150,000	1	1	2	27	0	0	0	0	0	0	86,009	86,108	89,006	89,775	87,725	40,788	4,031	10,006	3,266	4,040	1,698	800	0
99	50,000	2	3	1	22	0	0	0	0	0	0	18,722	18,160	16,997	13,150	8,866	7,899	1,411	1,194	379	281	321	197	0
100	20,000	1	2	1	38	0	0	0	0	0	-1	17,973	19,367	19,559	18,240	17,928	150	1,699	1,460	626	1,750	150	0	1

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