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synthetic-credit-card-defaults

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train · 500k rows

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limit_bal int64 10k 760k	sex int64 1 2	education int64 0 6	marriage int64 0 3	age int64 21 70	pay_0 int64 -2 8	pay_2 int64 -2 7	pay_3 int64 -2 7	pay_4 int64 -2 7	pay_5 int64 -2 7	pay_6 int64 -2 7	bill_amt1 int64 -10,680 622k	bill_amt2 int64 -24,702 606k	bill_amt3 int64 -24,698 632k	bill_amt4 int64 -34,500 569k	bill_amt5 int64 -36,156 531k	bill_amt6 int64 -57,041 515k	pay_amt1 int64 0 368k	pay_amt2 int64 0 415k	pay_amt3 int64 0 397k	pay_amt4 int64 0 332k	pay_amt5 int64 0 332k	pay_amt6 int64 0 377k	has_default int64 0 1
665,810	2	1	0	66	0	0	0	0	0	0	2,475	34,933	305	40,426	29,192	19,293	6,148	2,040	10,368	394	6,723	0	1
137,030	2	2	1	47	-1	2	-1	-1	-1	-1	105	91,806	80,869	22,990	9,759	27,271	140	18,422	721	10,345	1,038	5,024	0
477,210	1	2	2	30	0	0	2	0	0	0	59,006	77,835	565,963	-13	77,927	49,416	389	0	502	2,004	3,521	0	0
319,500	2	1	2	49	0	0	0	0	0	0	3,152	143,475	84,310	39,288	23,672	34	7,800	0	696	7,635	538	5,029	0
176,720	2	1	3	53	-1	6	2	2	4	0	14,813	6,767	11,856	107	11,301	26,310	2,193	0	0	0	336	0	0
44,380	2	1	2	49	-2	0	-1	0	0	0	243,318	16,248	130,339	24,065	26,393	60,068	4,068	3,005	508	3,153	5,900	711	0
360,230	1	1	2	41	-1	-1	-1	2	-1	-1	36,641	46,878	3,889	79,574	47	1,189	7,006	0	3,013	718	0	0	1
83,290	2	1	3	58	2	0	0	0	0	0	16,217	93	8,885	2,459	27,146	60,161	27,683	0	0	0	10,030	2,120	0
444,430	2	2	2	65	2	0	0	0	0	0	2,556	47,145	63,574	1,570	9,311	11,947	0	4,069	271	1,000	1,002	1,209	0
307,510	2	2	1	55	0	0	0	0	2	0	30,652	17,869	79,298	6,795	6,029	10,117	2,556	6,028	6,830	2,808	16,162	2,153	0
478,880	2	1	2	52	0	0	0	0	0	0	77,251	16,653	139,892	26,231	190,331	10,126	2,008	2,587	4,896	3,586	7,600	66,261	0
554,880	1	2	2	41	2	2	2	-1	-2	-1	2,958	7,381	6,999	23,484	29,538	59,909	1,246	3,005	762	35,987	0	0	0
66,560	2	3	1	38	3	0	0	0	0	0	116,982	165,233	131,179	34,810	418	2,377	1,305	15,963	812	5,972	8,053	2,005	0
178,230	2	6	2	36	0	0	0	0	0	0	103,856	9,643	28,585	48,638	9,672	57,410	2,008	2,066	2,293	11,386	6,004	2,006	0
448,080	1	2	1	24	2	0	2	0	0	0	185,832	215,760	2,265	42,863	361,862	-51,892	1,731	4,937	395	1,068	11,471	7,198	1
251,000	2	4	3	24	-1	-1	-1	-1	-2	-1	9,126	166,170	911	37,496	14,630	77,810	3,171	2,006	624	35,924	1,570	1,000	0
140,180	1	1	2	28	1	-2	-2	-2	-2	-2	1,045	24,719	201,402	7,636	1,993	28,178	8,942	3,807	3,746	4,764	1,047	564	0
277,590	2	0	2	22	-2	-2	0	0	0	0	48,933	7	6,951	10,746	16,044	11,930	3,993	7,840	367	616	2,105	0	0
450,350	1	1	1	42	0	0	0	0	0	0	145,180	43,871	19,708	96,367	17,332	179,491	3,513	4,453	10,006	1,003	700	4,000	1
401,500	1	2	1	32	3	0	0	0	0	0	2,687	155,119	66,989	363	271,053	4,657	1,259	1,242	219	7,283	2,002	3,342	0
432,840	2	3	1	64	-2	2	0	2	0	2	40,475	14,691	53,302	102,172	98,636	268	5,008	6,286	1,754	1,004	0	0	0
614,460	2	1	2	64	0	0	0	0	0	0	79,395	16,092	134,537	14,076	6,089	14,268	2,893	8,382	5,002	2,001	1,000	2,006	0
72,070	2	0	2	44	0	0	0	0	0	0	41,257	4,598	94,272	12,537	12,368	1,960	0	0	8,224	3,123	2,000	3,535	0
531,990	1	2	2	30	2	-2	-1	-1	-1	-1	30,104	38,647	-348	2,063	17,247	30,844	1,393	10,193	3,356	18,750	1,954	928	1
726,110	1	2	1	23	-1	-2	-1	0	0	-1	201,779	5,779	11,370	815	3,621	10,284	4,814	36,966	3,786	5,005	3,394	504	0
149,750	2	2	2	51	0	0	0	0	0	0	842	16,407	7,196	955	37,091	51,767	1,569	2,622	2,002	1,004	5,028	4,235	0
321,550	2	2	1	50	-2	0	-1	-1	-1	-1	27,330	5,306	5,447	38,686	1,752	49,539	3,005	1,297	3,536	3,738	8,023	5,000	0
413,260	1	2	1	53	0	0	0	0	0	0	94,329	16,466	-14,362	380	30,628	78,566	2,008	5,042	2,001	4,099	26,467	2,003	0
506,390	2	1	2	56	-1	0	-1	0	0	0	9,722	234,822	102,697	31,726	178,866	1,057	5,000	4,396	2,041	4,084	3,005	1,465	0
174,860	2	1	2	25	-1	0	0	0	0	0	2,218	5,669	96,524	7,255	1	20,950	2,226	1,019	498	10,425	0	6,321	0
236,260	2	2	2	38	2	2	0	0	0	0	15,623	4,722	89,480	20,157	6,421	10,636	2,341	1,243	3,047	3,074	2,480	1,014	0
188,550	2	6	1	69	-1	-1	-1	-1	0	0	29,841	35,053	47,412	177,681	13,407	28,320	5,524	2,035	742	34,130	918	500	0
74,800	2	4	2	31	-1	0	0	0	2	0	2,153	223,652	27,402	27,361	40,933	15,908	1,005	3,471	7,960	1,991	820	10,326	0
366,140	2	1	3	36	6	2	-1	-1	-1	-1	7,468	16,377	97,343	217	25,589	18,877	319	7,928	0	1,181	1,575	0	0
236,120	1	1	1	37	0	0	0	0	0	0	4,720	7,445	49,487	9,496	89,242	18,121	9,446	3,672	2,002	1,549	6,948	160,930	0
464,330	2	1	2	39	0	0	0	0	0	0	979	-15	18,162	300	40,691	93,710	6,815	3,196	5,455	27,935	0	3,005	0
504,660	1	1	2	52	-1	-1	-1	-1	-1	-1	5,906	99,275	-110	106,512	48,716	141,828	3,187	1,568	0	0	0	477	0
149,000	2	0	1	30	1	-1	-1	-1	2	-2	30,634	260,641	-2	127,079	739	762	15,661	2,004	6,702	500	3,149	0	0
158,660	2	4	1	47	-1	1	0	0	0	0	52,463	13,041	643	17,733	486,476	59,125	2,008	15,960	2,498	0	2,035	2,002	0
215,850	2	1	2	34	0	0	0	0	0	0	26,341	124,580	11,713	6,663	49,612	36,535	1,700	7,853	620	729	382	5,012	0
238,230	1	1	1	29	-1	-2	-2	-2	-1	-2	14,806	54,609	1,925	89	7,690	62	9,264	0	0	0	0	3,019	0
59,920	2	1	2	64	-1	-2	3	0	0	-2	-1	111,586	8,130	118,724	3,476	129,895	1,200	5,011	1,901	669	51,729	1,532	0
412,230	2	2	2	69	2	-1	0	0	0	-1	8,213	61,105	118,865	36,907	21,846	669	9,158	1,709	14,517	482	631	0	0
396,010	2	2	2	24	-2	-2	-1	0	0	0	2,022	48,696	5,570	-11	26,755	51,755	1,576	3,006	3,336	0	2,971	28,216	0
609,100	1	2	2	34	0	0	0	0	0	0	65,772	-17	5,016	17,499	172,303	18	10,915	1,648	11,237	2,779	10,042	3,410	0
68,470	2	1	1	38	0	0	0	0	2	0	18,743	123,826	4,943	124,132	24,169	44,100	2,004	1,382	0	267,611	3,581	3,065	0
553,570	1	2	2	36	-1	-1	-1	-1	-1	-1	80,687	80,580	56,616	75,832	71,657	10,943	3,000	1,315	2,000	0	310	2,398	0
181,820	1	4	1	53	2	0	0	0	0	0	41,650	18,527	400	114,143	3,007	95,608	0	3,002	10,248	0	6,548	777	0
110,170	2	2	1	58	-1	0	-1	-1	-1	0	77,523	329	10,392	1,259	27,152	-18,554	6,054	1,199	1,174	1,114	4,098	0	1
74,640	2	3	2	48	0	0	-1	0	0	0	59,019	123,893	52,930	8,282	147,290	94,063	10,150	10,099	15,741	1,594	0	1,402	0
95,070	2	3	1	64	-2	-2	2	-2	0	-2	760	127,334	5,045	9,930	14,030	1,085	958	397	3,144	7,326	542	65,148	0
37,940	2	2	0	44	0	0	0	0	0	0	51,893	16,669	2,575	9,117	426	23,313	3,036	3,871	2,002	3,003	1,526	1,488	0
10,000	2	6	2	34	0	0	0	0	0	0	167,520	3,827	8,370	12,657	19,333	4,087	2,006	2,009	2,002	1,167	2,001	1,000	0
350,020	2	1	2	29	-1	-2	-2	-2	-2	-2	36,089	4,043	123,175	108,016	40,429	50	0	0	0	0	0	0	0
500,970	1	1	3	28	5	2	6	2	2	0	26,394	221,324	-128	-2,012	41,943	49,529	10,120	6	224	1,005	500	3,050	0
78,890	2	3	2	36	-1	-1	-1	-1	-1	-1	440	41,757	35,820	19,320	37,536	5,928	8,449	0	1,465	0	1,626	0	0
571,110	2	1	1	64	0	0	0	0	0	0	26,361	17,878	2,272	224,124	5,100	35,681	18,454	0	1,279	22,940	8,597	68,380	0
236,570	2	1	2	47	0	0	0	0	0	0	244,166	560	178,881	35,649	2,314	967	1,508	1,099	280	13,538	1,537	500	0
327,110	1	2	2	22	-1	2	0	0	0	0	1,591	391	309	51,995	77,964	97,835	2,829	3,005	1,209	2,002	813	2,825	1
731,750	2	5	2	40	-1	-2	-2	-2	-1	-1	370	106,794	6,555	7,059	30,821	14	1,992	0	492	607	6,001	0	0
19,990	1	1	3	31	-1	-1	4	2	2	0	13,155	1,306	1,580	-6	26,695	340	0	1,495	9,489	1,102	14,928	3,537	0
591,520	2	2	1	46	-1	0	0	0	0	0	215,818	19,700	2,091	10,831	117,628	805	3,509	6,700	16,009	306,295	1,001	3,976	0
308,750	2	1	2	25	1	-2	-2	-2	-2	-2	50	88	2,778	63,284	82,796	56	0	0	0	0	0	0	0
575,400	1	3	1	45	-1	2	0	-2	0	0	7,619	133	1,402	2,636	11,548	18,357	3,293	35,190	1,215	0	9,800	1,594	0
319,370	1	1	2	32	-1	2	-1	-1	-1	-1	99,101	5,902	40,567	46,423	15,145	231	5,717	2,000	0	770	0	69	0
425,300	1	1	1	66	1	-1	0	0	0	0	20,451	208,503	5,502	255,834	1,616	14,451	2,004	3,005	1,541	884	7,019	4,349	0
280,510	1	3	1	32	0	-1	0	0	0	0	19,180	9,395	143,014	14,078	124,666	4,740	4,086	8,214	3,343	1,975	4,665	1,832	0
163,710	2	3	2	32	1	2	2	2	0	2	30,899	42,719	5,540	33,027	25,241	36,835	57,566	391	2,000	653	4,671	1,713	1
109,630	2	6	1	42	8	0	-1	0	0	0	14,801	22,056	10,070	15	27,929	-51,460	2,004	1,512	5,849	258	5,028	3,227	0
88,140	1	2	1	23	0	2	2	0	0	0	32,626	9,313	14,400	21,352	9,621	40,557	0	8,452	6,695	0	1,554	3,388	0
85,570	2	1	2	28	-1	2	-1	2	0	0	170,197	258	-234	1,949	350,317	5,433	4,034	11,869	961	500	366	6,546	0
87,130	2	1	2	32	0	0	0	0	0	2	16,374	3,575	14,430	78,188	995	194,296	7,882	75,816	1,085	5,758	502	2,001	0
110,520	2	1	1	58	3	0	0	0	0	0	72,952	25,810	38,991	10,411	46,953	59,321	0	2,007	21,299	410	13,803	0	1
186,700	2	2	1	34	1	-1	7	0	0	0	-3	45,030	22,458	-87	26,668	29,386	157	0	2,224	489	3,117	1,111	0
58,120	1	4	2	46	2	0	0	0	0	0	46,466	2,438	21,226	139,915	5,002	6,493	10,188	6,032	10,210	5,644	1,603	10,979	0
501,880	2	1	3	43	7	-1	2	-1	-1	-2	27,089	2,280	47,927	9,426	40	56	2,592	1,759	6,669	3,547	0	0	1
335,030	1	2	2	29	-1	2	0	0	0	0	67,781	12,962	31,339	18,751	29,557	43,152	6,672	19,225	2,022	0	941	1,000	0
490,390	2	1	1	27	0	2	0	0	0	0	19,368	235,031	979	18,821	18,294	68,812	6,514	2,963	436	1,003	3,939	0	1
444,960	2	2	2	29	2	-1	-1	-1	0	0	4,753	26,938	128,975	79,911	47,962	1,013	3,993	1,285	5,285	21,396	414	1,081	0
397,290	2	2	2	22	1	-2	0	2	-1	-1	26,869	391	17,399	9,348	4,254	14,862	3,749	1,873	3,506	1,773	2,197	95,973	0
418,670	2	3	3	39	-2	-1	0	0	0	0	613	4,009	19,867	7,206	3,108	78,307	4,546	2,020	5,420	7,946	593	3,302	0
548,640	1	4	0	38	-2	-1	-1	0	-1	-1	34,779	1,887	171,292	1,080	8,691	12	3,000	7,040	5,685	3,491	1,532	0	0
210,070	1	3	1	38	-2	2	0	0	0	0	168,561	15,004	68,859	80,127	48,069	53,603	1,181	2,574	7,024	306	2,984	2,008	0
379,640	1	3	2	43	0	0	2	-2	0	0	47,397	27,824	11,591	32,275	59,411	9,183	1,072	1,514	5,008	2,003	5,642	923	0
734,810	2	5	2	28	1	0	0	0	0	0	136,553	62,217	71,681	46,269	31,573	26,549	10,050	3,002	1,000	3,003	0	1,003	0
130,890	1	2	1	24	-1	-1	-1	-1	-1	-1	68,320	64	824	1,772	29,419	3,646	1,043	0	0	1,239	2,007	1,074	0
295,980	2	1	2	48	-1	-1	-1	-1	-1	-1	5,338	408	14,669	-235	7,037	415	176,596	1,518	3,152	5,027	340	9,010	0
607,320	2	2	1	30	0	0	0	0	0	0	196,248	21,361	591	-363	32,556	19,580	2,903	7,466	5,000	1,270	3,042	3,008	0
51,290	2	5	0	23	4	0	-1	0	0	0	386	37,149	96,748	7,392	8,080	668	2,002	1,029	3,505	2,000	4,026	862	0
548,880	2	2	1	25	-1	2	-2	-2	-2	-1	71,366	2,048	69,766	3,429	371	59,643	1,341	5,006	0	0	0	0	1
81,070	1	1	1	63	-1	-1	0	0	0	-1	344,966	481,927	28,648	9,630	12	87	1,293	696	3,030	383	0	3,019	1
495,930	1	1	3	30	-1	5	0	0	0	0	1,344	20,682	13,495	49,941	428	184,981	1,012	9,462	1,053	191	3,842	1,805	1
462,600	2	3	2	52	0	0	0	0	0	0	80,173	28,284	90,707	14,864	355,074	9,331	1,312	2,004	382	1,000	4,950	1,000	0
25,520	1	3	2	34	2	2	0	2	2	2	313,814	6,876	-205	2,095	47,346	1,538	2,990	0	0	0	0	0	1
223,610	1	3	1	24	2	3	0	0	0	0	9,783	22,800	37,085	-5,531	11,487	122,510	8,838	2,004	3,124	1,965	2,003	3,406	1
403,600	2	5	2	23	0	0	0	0	0	0	19,072	86,650	17,013	42,343	242,528	10,776	5,423	1,010	1,521	1,000	3,487	2,173	0
98,780	2	4	2	34	0	0	0	0	0	0	30,350	16,330	71	52,736	25,139	1,121	2,004	0	527	8,227	0	929	0
183,270	2	3	2	29	0	0	0	0	0	0	47,027	11,720	95,470	328,298	407	17,468	2,355	2,005	2,000	711	16,895	1,001	0
493,390	1	3	2	26	0	0	0	0	0	0	161,952	14,516	192,261	17,800	53,443	46	6,677	9,893	5,982	991	2,048	1,001	0
92,100	2	2	2	39	0	0	0	0	0	0	7,803	17,980	6,414	20,746	2,849	10,371	104	5,041	2,001	5,008	1,721	33,155	0

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