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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
173,190	1	1	2	36	0	0	0	0	0	0	28,259	18,840	78,691	146,369	46,099	41,942	4,930	1,445	7,773	804	5,774	2,774	0
143,860	2	2	2	61	-2	0	0	0	0	0	244,826	5,235	12,739	19,457	8,170	39,187	1,979	0	1,529	829	8,013	22,235	0
415,510	1	3	1	63	1	0	0	0	-1	0	267	369	82,725	248,471	-6,739	18,556	33,387	4,029	1,509	1,152	1,970	764	0
68,840	1	2	2	28	0	0	0	0	0	0	93,953	17,466	9,090	16,456	5,540	33,384	2,294	17,975	622	9,200	5,009	0	1
277,640	1	2	1	41	0	0	0	0	0	0	47,840	126,980	4,540	78,172	67,494	58,244	3,825	5,009	40,338	1,001	0	0	0
319,370	1	1	2	28	-1	-1	-1	-2	-1	-1	556	34,460	48,577	-30,111	-12	173	17,829	0	1,508	7,062	0	1,057	0
108,530	2	1	2	49	-2	0	7	-1	0	0	1,275	17,976	1,562	19,132	44,239	137,508	4,166	6,059	11,540	5,386	4,945	1,570	0
178,730	2	2	2	27	-2	0	0	0	0	0	47,125	14,259	-274	1,255	11,142	60,686	3,005	1,654	0	10,066	1,497	1,001	1
39,620	1	1	0	40	-1	-1	-1	-1	-1	-1	123,001	515	99	12,506	10,251	20,642	0	758	1,923	194	1,054	13,265	0
243,310	2	0	2	27	5	0	-1	-1	0	-1	67,269	60,852	70,341	2,921	-11	146,187	6,060	20,993	395	60	5,943	1,001	0
136,600	2	3	2	36	2	0	0	0	0	0	797	114,072	11,167	18,310	457	15,026	8,202	395	19,326	1,006	2,004	2,507	0
49,210	2	2	1	58	-1	-1	0	0	0	0	311	23,547	16,756	3,524	87,957	117,827	279	0	2,427	4,306	1,558	1,002	0
465,980	1	3	1	25	-1	-1	-2	-1	-1	-1	-7,733	71,159	2,346	28,597	74	48,119	123,886	0	1,002	2,280	177	0	1
544,530	2	1	2	57	-1	-1	-1	-1	-1	-1	314	221,625	18,933	60,469	8,233	13,951	856	7,872	936	661	0	4,513	1
366,140	1	1	1	62	0	0	0	0	0	0	57,276	46,927	53,265	21,945	25,543	405	6,106	11,529	1,005	2,055	3,018	5,849	0
347,030	1	0	1	55	-1	2	2	-1	0	-1	472,829	55	411	161	16,648	47,423	274,941	5,028	828	26,446	5,007	2,601	0
27,530	2	2	1	54	0	0	0	0	2	0	48,906	31,247	45,492	27,356	13,499	62,525	44,091	5,019	2,001	1,005	5,019	365	0
518,380	1	5	2	30	-2	2	2	2	2	-2	58,740	64,809	49,730	1,068	44,778	44,037	0	12,994	2,000	0	0	1,003	0
250,740	2	1	1	36	0	0	0	0	0	0	50,070	85,337	124,839	18,109	201,709	35,730	2,812	2,019	3,001	1,002	6,297	189	0
245,580	1	0	1	39	7	0	2	2	2	2	3,315	76,935	60,353	222,666	34,626	33,438	1,318	398	13,474	612	12	1,498	0
201,040	2	2	2	52	8	-1	0	0	2	-1	14,820	36,076	27,465	20,886	-20,817	8,408	4,444	5,016	1,704	625	330	8,249	1
178,210	2	2	1	23	-2	-2	0	0	0	0	6,493	122,488	140,130	25,907	41,036	21,629	8,054	1,505	2,366	5,012	517	2,002	1
625,160	2	6	2	32	7	2	3	4	0	2	43,708	1,234	122,074	2,507	31,091	37,451	3,511	4,227	1,634	4,332	3,007	1,002	0
139,330	1	4	1	42	1	-2	-2	-1	-1	-1	15	80,041	87,930	35	410	1,155	0	0	0	0	0	0	0
622,470	1	1	1	47	0	0	2	0	0	0	77,375	205,184	17,496	18,890	7,456	79,398	3,000	7,015	422	5,020	2,006	1,000	0
296,160	2	1	2	42	1	-2	-2	-2	-2	-1	71	90	49,588	44	91	19,739	0	0	0	0	0	0	0
120,870	1	1	2	27	-1	-1	2	0	-1	-1	16,080	20,277	132,602	52,289	426	27,189	720	4,959	4,248	40,566	2,002	4,411	0
480,700	2	4	1	42	-1	-1	-1	-1	-1	-1	18,339	4,986	8,373	662	2,023	7,742	1,103	44,087	2,241	2,514	1,151	589	0
477,970	2	2	2	42	-1	0	0	0	0	0	10,346	48,327	19,143	19,332	7,962	14,315	4,960	37,822	5,829	4,176	7,097	501	1
476,110	1	0	1	35	5	2	-1	-1	-1	-1	30,313	34,573	-255	110,267	25,499	88,958	3,647	19,644	1,617	285	4,770	240	1
458,350	1	2	1	51	1	2	0	0	0	0	23,189	48,816	45,808	49,234	3,017	47,414	2,002	5,023	9,940	11,127	2,003	4,016	0
378,920	1	3	1	70	1	-2	-1	2	-2	-2	235	34,454	93,294	281	71,645	26,153	2,020	4,073	4,099	3,003	2,730	857	0
361,700	2	2	1	26	3	2	0	0	0	0	3,404	149,427	2,102	5,443	18,141	29,940	2,980	1,797	91	548	1,517	0	0
177,500	2	4	2	22	-1	0	2	-1	-1	-1	10,144	16,713	151,109	24,319	25,078	61,387	1,988	2,155	1,590	1,003	166	0	0
204,550	1	1	1	66	2	-1	-1	0	0	0	105	7,455	338	262,164	11,562	20,373	4,194	3,561	5,195	0	2,004	3,534	0
298,970	2	1	2	40	-1	-1	-1	-1	-1	-1	7,868	673	65	150	30,606	25,633	5,003	1,507	5,546	527	790	0	0
609,490	2	0	1	30	0	0	0	0	0	0	18,560	240,550	172,814	23,210	346	20,128	1,504	0	0	689	1,000	2,003	1
279,040	2	3	2	57	-1	-1	-1	0	-1	-1	461,066	29,815	1,674	18,907	967	24,759	1,524	388	738	2,236	11,115	251	0
208,300	2	4	2	41	1	2	2	-2	2	0	832	2,357	224,898	137,367	14,008	10,250	0	1,229	2,374	0	1,298	0	0
41,450	2	2	1	35	7	-1	0	0	0	0	205	12,272	6,116	26,767	61,124	69,440	9,746	7,024	3,938	772	3,010	1,003	0
187,800	2	1	1	37	1	-1	0	0	0	0	41,055	140,683	9,051	21,869	3	27,156	3,003	51,612	2,332	1,005	66	2,559	0
10,000	2	2	0	46	7	0	0	0	0	0	85,780	29,442	1,411	3,737	16,492	22,541	3,616	1,624	1,306	311	4,934	1,098	0
264,610	1	1	2	25	0	0	0	0	-1	0	163,698	-31	159,746	9,117	17,893	20,072	2,003	363	2,736	10,056	17,427	0	0
45,300	2	2	2	42	0	2	-1	0	-1	0	8,357	18,832	310,884	396	81,550	49,032	3,448	20,377	5,000	3,004	4,823	3,016	0
454,360	1	1	1	39	-1	-2	-1	-1	-1	-1	25,581	26,795	1,772	171,604	13,827	1,117	313,569	0	544	5,011	11,749	0	0
10,000	1	1	0	54	0	0	-1	-1	0	0	116,645	109,121	11,639	48,768	86,282	24,503	2,927	1,440	3,146	1,003	70	2,000	0
180,570	2	3	2	42	-2	-1	0	0	0	2	153,741	2,971	6,135	46,386	20,466	1,041	1,479	1,059	3,023	0	5,028	1,512	0
83,300	1	1	2	62	1	2	-1	0	0	0	225	36	20,663	2,325	1,812	227,496	2,891	265	11,952	4,411	1,424	3,046	1
114,940	1	3	0	28	0	0	2	0	0	2	2,559	22,667	26,208	78,643	68,257	25,648	4,505	1,780	52,762	40,000	669	1,109	0
181,950	1	6	2	29	0	0	0	0	0	0	3,366	53,746	2,068	7,155	256	3,909	11,951	0	3,042	749	1,001	473	0
587,040	2	1	2	65	-1	-1	-1	-1	-1	-1	61,431	28,803	9,638	121,324	19,977	60,041	1,644	772	1,482	7,988	4,688	1,760	1
509,930	2	1	2	58	-1	0	0	0	0	0	236,208	2,634	27,114	118,640	719	58	2,757	1,289	5,794	16,798	2,007	3,769	1
52,070	2	6	1	23	0	-2	0	0	0	0	370	117,482	34,893	50,276	9,000	45,581	877	2,723	422	983	0	2,002	0
208,600	2	1	1	43	0	0	0	0	0	0	15,191	9,263	-3	36,797	40,488	-282	3,002	45,680	3,088	1,071	10,815	0	0
724,840	2	3	1	42	0	0	0	0	0	0	378	475	2,273	273,036	18,132	61,869	3,000	3,523	1,611	5,018	2,000	0	0
408,760	1	3	3	65	1	2	0	0	2	0	83,959	7,394	80,046	10,318	12,963	22,800	5,009	319,007	3,336	1,533	1,609	3,032	0
235,440	2	0	1	21	-1	0	0	0	0	0	74,777	39,499	7,610	48,663	13,676	963	19,285	1,706	7,006	4,763	5,291	2,902	0
10,000	2	3	2	37	1	0	0	0	0	0	251,440	-303	86,985	53,369	84,979	108,922	2,379	2,538	2,001	3,880	1,656	3,535	1
486,110	2	2	2	35	2	2	2	3	0	-1	115,417	2,431	73,137	37,875	524,325	36,172	2,002	1,003	1,195	3,528	1,116	4,104	0
312,570	2	1	0	48	1	5	-1	2	0	0	85,218	10,896	390	55,198	29,391	11,763	78	0	12,702	3,542	0	0	0
285,700	1	4	1	28	0	-2	0	0	0	0	11,545	433,355	97,122	16,894	29,089	19,013	3,503	3,002	4,591	34,126	0	2,527	0
76,330	1	2	1	28	0	6	5	0	0	0	1,111	49,309	125,207	49,588	133,879	159,504	9,767	9,876	3,094	3,000	906	21,389	1
238,650	1	2	1	43	1	-2	0	0	0	0	88,742	138,178	13,777	11,678	1,701	17,530	3,996	5,050	1,531	2,765	7,000	712	1
378,840	2	2	2	50	-1	2	0	0	5	0	186,936	102,252	69	14,700	14,255	144,682	4,082	2,884	2,757	16,265	773	48,214	0
172,590	2	6	2	60	0	0	-1	0	0	0	53,250	40,830	17,910	2,514	60,281	9,067	1,230	81	7,110	0	333	2,872	0
376,570	2	2	1	42	-2	-2	7	0	-2	0	174,649	192,570	68,371	54,009	82,108	10,382	3,385	7,931	6,289	1,000	1,947	0	0
337,730	2	1	2	29	0	-2	2	-1	-1	-1	1,400	2,179	56,210	272,675	19,791	1,793	2,272	2,109	1,633	1,004	300	2,691	0
616,930	1	6	1	35	-1	-1	-1	0	0	0	75,704	8,237	367	69,443	13,722	63,623	2,737	1,746	3,084	0	2,713	10,176	0
343,030	1	0	2	45	0	-1	0	0	0	0	1,020	780	79,156	228,663	393	-1	14,189	2,002	1,057	115,873	0	0	0
284,820	1	2	1	60	0	0	0	0	0	0	-13	26,431	16,579	14,028	15,896	59,420	3,763	4,013	4,391	386	1,499	3,039	0
292,410	1	1	2	21	-2	0	-1	0	0	0	6,036	34,614	127,908	51,078	28,853	91,180	0	1,541	1,983	1,065	9,667	2,005	1
108,650	1	2	2	31	-1	-2	0	0	0	0	174,449	8,088	165,577	-87	70,653	16,751	7,155	2,581	1,289	1	2,002	655	0
388,650	2	1	3	28	1	0	-1	-1	0	-1	160	150	9,325	952	112,000	8,567	882	3,004	259	0	2,119	2,632	0
252,210	1	2	2	42	0	0	0	0	0	0	22,297	2,686	39,143	1,171	40,334	-15	1,500	4,226	4,372	3,005	6,002	1,508	0
119,930	1	2	2	39	1	-2	-2	2	-2	0	137,084	49,414	10,371	256	9,208	24,182	1,901	1,323	1,510	0	235	22,944	0
378,630	1	5	2	65	-2	0	0	0	0	0	3,218	-144	7,641	23,304	174,063	292,828	4,978	2,003	2,420	6,531	5,154	0	0
427,920	2	2	2	25	0	0	0	0	2	0	202,665	3,439	78,408	7,574	16,086	938	4,038	3,660	5,100	2,004	720	372	0
292,150	2	1	1	53	1	-2	2	-2	2	-1	172,283	2,160	50,704	13,106	137,871	116,684	3,035	9,632	611	5,005	797	2,101	0
175,840	1	1	1	40	0	-1	0	-1	-1	-1	19,117	30,650	38,851	3,970	5,672	78	4,981	147	2,670	1,004	3,206	5,760	0
579,570	1	3	3	45	1	3	2	4	2	0	125,138	3,748	1,124	39,439	695	20,620	1,314	0	2,448	0	0	0	0
245,830	1	1	1	30	-2	2	0	0	0	0	54,551	176,252	60,800	13,924	1,832	9,299	3,565	17,758	1,602	1,006	4,975	10,878	0
278,070	2	1	3	45	0	0	0	0	0	0	18,216	16,790	66,677	43,281	99,126	4,057	1,747	10,008	3,007	3,002	15,705	1,215	0
624,210	2	4	3	22	8	2	3	5	-1	-1	24,723	22	3,019	1,196	38,055	985	2,004	1,295	0	5,045	37	4,510	1
359,450	1	3	1	42	1	-2	-2	-2	-2	-2	644	17,290	8,585	113	50,682	18,996	5,534	1,510	32,030	4,075	5,663	0	0
310,970	1	5	1	22	0	-2	-1	0	0	0	203,375	263,181	17,873	47,108	6,141	8,070	4,379	1,009	1,153	470	3,495	715	0
747,460	2	2	1	43	-1	-1	-2	-2	-1	-1	7,072	14,732	-194	84,283	2,697	10,414	757	68	3,022	2,590	1,521	1,204	0
292,310	1	1	2	31	1	2	5	0	0	0	3,357	36,876	-7,415	128,250	53,924	18,508	1,581	11,548	0	0	4,030	2,002	1
207,310	1	1	1	32	-1	-1	-1	-1	-1	-1	2,731	29,984	47,755	225	14,387	2,240	3,377	7,997	2,001	6,525	0	421	1
97,680	1	2	2	47	-1	0	0	0	0	0	290	46,516	-69	57,756	4,828	421,490	1,699	5,014	4,780	816	18,467	4,460	0
55,880	2	3	1	22	-2	-1	0	2	2	0	9,102	6,763	39,987	16,780	29,934	128,311	1,387	2,386	0	2,510	3,009	424	0
284,290	1	1	1	53	-1	-1	-1	-1	-1	-1	67	-6,812	27,138	29,843	353	59,826	63	1,962	3,042	723	3,019	1,415	0
481,780	1	2	2	43	-1	2	0	0	0	0	33,922	395	48,514	14,530	39,526	249	2,258	12,907	1,464	1,005	398	1,000	0
79,240	1	1	2	51	-1	-1	-1	-2	-1	-1	85,363	7,204	133,817	63,109	574	11,884	5,216	5,037	3,161	208	4,278	3,319	0
196,270	2	3	1	56	1	-1	0	-1	0	-1	19,743	25,122	2,517	39,598	58,662	66,351	1,769	5,312	1,270	20,905	7,318	6,000	0
157,040	2	2	2	35	2	0	0	0	0	0	58,695	48,375	9,270	25,994	57,965	264,078	3,002	1,296	7,099	3,726	11,001	3,414	0
192,770	1	2	1	41	2	-2	0	0	2	-1	57,564	211,345	3,068	137,906	50,262	5,323	11,130	1,514	0	1,248	954	11,176	0
51,580	2	1	2	34	-1	-1	-1	-1	-1	-1	101,307	-21,807	86,902	46,207	132	195,479	0	2,634	2,382	0	1,000	2,227	0
413,820	1	1	1	30	-2	0	0	0	0	0	36,809	6,495	50,752	69,653	10,637	22,537	1,700	7,926	1,005	399	5,810	449	0
716,440	2	4	1	66	0	0	0	0	0	0	11,091	108,760	1,334	677	5,541	14,339	2,006	2,009	2,841	5,025	2,004	2,470	0
301,360	1	2	2	53	0	0	0	0	0	0	68,171	275,272	60,980	705	159,905	19,777	2,566	1,354	2,687	3,006	10,044	2,286	1

Subsets and Splits