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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
20,201	300,000	2	1	2	29	0	0	-2	-1	-1	-2	11,500	0	0	1,780	0	0	0	0	1,780	0	0	0	0
20,202	230,000	2	2	2	30	0	0	0	0	0	0	149,775	107,052	231,164	120,523	117,102	116,718	10,000	130,223	9,953	4,014	3,307	4,100	0
20,203	230,000	2	1	1	35	-2	-2	-2	-2	-2	-2	9,000	0	0	0	0	0	0	0	0	0	0	0	0
20,204	100,000	2	2	2	37	-2	-2	-2	-2	-2	-2	14,394	35,392	20,000	0	0	0	36,291	20,000	0	0	0	0	0
20,205	20,000	2	3	2	52	0	0	0	0	0	2	18,603	15,208	16,153	18,175	19,876	19,419	1,555	1,500	2,300	2,000	0	1,000	0
20,206	50,000	2	1	1	54	0	0	0	0	0	0	45,777	46,816	47,862	49,064	66,819	17,288	1,800	1,800	2,000	2,300	2,000	629	0
20,207	70,000	2	1	2	50	2	0	0	0	0	0	62,049	64,315	58,564	56,741	25,172	29,186	4,000	3,000	10,032	8,000	5,139	1,000	1
20,208	170,000	2	2	1	52	0	0	0	0	0	0	170,133	168,945	160,660	163,652	131,396	130,402	7,620	6,200	10,000	5,100	5,500	5,000	1
20,209	110,000	2	3	1	53	0	0	0	0	0	0	105,435	107,599	108,555	106,692	103,971	104,140	5,400	4,200	5,200	3,800	3,900	3,700	0
20,210	30,000	2	3	2	50	0	0	2	0	0	0	17,891	19,087	20,078	20,935	17,228	17,606	1,800	1,600	1,600	1,000	734	481	0
20,211	60,000	2	2	1	50	2	0	0	0	0	0	60,199	60,742	60,841	58,902	19,352	19,523	2,800	2,600	2,107	1,000	1,000	705	1
20,212	70,000	2	2	1	59	0	0	0	0	0	2	67,088	64,376	62,004	62,985	69,380	70,498	2,244	2,301	2,254	7,600	2,500	2,422	0
20,213	20,000	2	3	1	50	-1	-1	-1	-1	-2	-2	5,141	3,455	6,906	0	0	0	3,754	6,906	290	0	0	0	1
20,214	30,000	2	3	1	51	0	0	0	0	0	0	15,126	13,327	13,829	10,898	9,217	9,048	1,236	1,518	1,074	500	300	1,000	0
20,215	30,000	2	2	1	52	2	2	2	0	0	0	7,033	10,431	10,120	11,145	11,368	12,186	3,700	0	1,200	408	1,002	0	1
20,216	490,000	2	3	1	54	-1	-1	-1	-1	-1	-1	396	396	361	7,530	396	396	396	361	7,600	396	396	396	0
20,217	280,000	2	2	1	53	-1	-1	2	2	-1	-1	1,890	2,846	920	390	7,531	1,240	2,846	390	390	7,531	1,240	390	0
20,218	150,000	2	1	1	51	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
20,219	240,000	2	2	1	52	1	-2	-2	-2	-1	-1	0	0	0	0	2,780	20,034	0	0	0	2,780	20,034	0	0
20,220	230,000	2	2	2	53	0	0	0	0	0	0	9,358	13,482	17,874	26,743	26,431	35,153	5,000	5,000	10,000	5,000	10,018	6,850	0
20,221	100,000	2	1	2	52	1	2	2	2	2	2	13,687	14,007	14,236	12,924	12,467	10,950	1,600	1,500	0	700	0	1,150	1
20,222	60,000	2	2	1	51	0	0	0	0	0	0	57,252	57,771	47,778	37,858	36,467	34,419	2,501	2,032	2,005	1,507	1,501	1,502	0
20,223	50,000	2	3	1	51	0	0	0	0	0	0	38,306	39,338	40,378	39,067	25,481	25,861	1,661	1,701	2,006	1,041	922	1,000	0
20,224	70,000	2	2	2	52	1	2	0	0	2	0	38,527	37,608	39,369	43,627	15,251	16,285	0	2,369	5,178	0	1,285	2,308	0
20,225	50,000	2	3	1	52	3	2	0	0	0	0	49,534	48,061	48,807	49,347	17,524	17,497	0	2,200	2,100	606	624	622	0
20,226	110,000	2	2	2	52	0	0	0	0	0	0	38,298	39,295	40,331	41,346	42,013	42,890	1,935	1,971	1,986	1,653	1,706	1,714	0
20,227	200,000	2	6	2	51	2	0	0	0	0	0	455,293	441,048	433,541	425,538	419,080	98,840	10,688	10,688	10,278	11,567	98,843	156,961	0
20,228	220,000	2	3	1	51	0	0	0	0	0	0	44,076	40,353	36,314	32,320	27,803	25,370	2,000	1,600	1,600	1,000	3,000	1,000	0
20,229	30,000	2	3	2	50	0	0	-1	-1	-2	-1	25,648	25,524	3,737	0	0	22,525	1,000	3,836	0	0	22,525	0	0
20,230	20,000	2	2	1	50	0	0	0	0	2	0	13,779	14,788	15,815	17,891	17,308	17,521	1,245	1,272	2,348	0	640	1,615	1
20,231	20,000	2	2	1	51	1	2	0	0	0	0	14,710	14,166	14,040	13,796	12,909	12,015	0	1,253	2,232	402	393	357	0
20,232	20,000	2	3	1	51	0	0	0	-1	0	0	18,768	19,684	11,580	780	780	0	1,714	1,000	780	0	0	0	0
20,233	280,000	2	1	1	51	-2	-1	-1	-2	-1	-1	390	11,223	15,225	4,951	2,408	8,360	11,223	15,262	4,951	2,408	8,360	6,202	1
20,234	100,000	2	3	1	54	0	0	0	0	0	0	40,112	40,981	41,963	43,012	33,270	33,967	1,661	1,766	1,942	1,200	1,233	1,241	0
20,235	300,000	2	2	1	56	0	0	0	0	0	0	129,234	127,932	124,793	123,572	116,832	115,064	10,060	10,864	10,078	10,512	10,020	10,157	0
20,236	200,000	2	3	1	54	-1	2	-1	-1	-1	-1	2,841	1,709	1,312	2,404	3,786	1,916	0	1,312	2,404	3,786	1,916	2,299	0
20,237	50,000	2	3	1	52	2	0	0	0	0	0	48,970	49,366	49,803	49,830	49,539	50,418	2,100	2,128	2,079	1,896	1,803	1,954	0
20,238	20,000	2	2	2	52	0	0	0	0	0	0	18,652	18,506	18,849	19,917	19,087	19,588	1,300	1,500	1,500	500	1,380	385	0
20,239	30,000	2	3	3	61	2	2	0	0	0	0	24,453	23,212	23,964	24,434	21,340	5,624	0	1,522	1,200	428	112	0	0
20,240	430,000	2	2	2	50	0	0	0	0	0	0	268,537	207,118	202,412	207,496	250,337	255,277	10,000	8,000	12,000	50,000	28,000	60,000	0
20,241	90,000	2	2	1	55	-2	-2	-2	-2	-2	-2	3,388	0	0	0	0	7,707	0	0	0	0	7,707	0	0
20,242	280,000	2	2	1	50	-1	-1	-1	-1	-1	0	8,740	4,919	176,823	117,686	36,708	18,126	4,919	176,823	117,686	36,708	363	853	0
20,243	20,000	2	3	2	50	-1	0	0	0	0	0	19,681	19,968	19,261	20,184	17,016	15,725	1,313	1,481	1,404	0	0	822	0
20,244	150,000	2	3	2	52	0	0	0	0	0	0	139,733	138,723	132,441	94,493	84,936	77,988	7,000	6,000	5,000	5,000	5,000	5,000	0
20,245	300,000	2	1	2	50	-2	-2	-2	-2	-2	-2	22,443	31,175	26,476	27,782	23,325	49,146	31,175	26,476	27,782	23,325	49,146	13,164	0
20,246	80,000	2	5	1	52	2	0	0	0	0	0	79,822	77,747	77,733	78,017	29,599	26,927	2,773	3,236	2,000	2,000	1,000	1,500	0
20,247	280,000	2	1	1	50	-1	-1	-1	-1	-1	-1	2,712	4,450	9,754	0	8,142	6,997	4,494	9,754	0	8,142	6,997	0	0
20,248	120,000	2	3	1	50	0	0	0	-2	-2	-2	121,018	123,150	0	0	0	0	5,550	0	0	0	0	0	0
20,249	210,000	2	3	2	51	2	0	0	0	0	2	42,795	43,787	44,826	45,544	48,497	47,591	2,007	2,046	1,764	3,717	0	1,885	1
20,250	40,000	2	2	1	52	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	3,500	0	0	0	0	0	0
20,251	100,000	2	2	1	52	0	0	0	0	0	0	39,555	40,550	41,587	42,602	43,327	47,950	1,955	1,992	2,007	1,732	5,506	0	0
20,252	90,000	2	3	1	54	-2	-2	-2	-2	-2	-2	0	0	0	0	1,805	0	0	0	0	1,805	0	0	1
20,253	80,000	2	2	2	49	-1	-1	-1	-1	-1	0	390	390	390	390	780	390	390	390	390	780	0	390	1
20,254	170,000	2	2	1	51	0	-1	-1	-1	0	0	9,773	4,101	3,866	14,894	6,833	6,972	4,146	3,866	14,894	137	139	3,029	0
20,255	350,000	2	1	1	52	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
20,256	80,000	2	3	2	55	2	0	0	0	0	0	76,414	78,009	78,616	49,662	48,867	48,278	3,100	2,420	2,000	1,656	1,693	1,767	0
20,257	30,000	2	3	2	58	0	0	0	0	0	0	24,874	25,961	27,534	27,670	28,717	28,786	1,500	2,000	1,500	1,500	1,100	1,300	0
20,258	500,000	2	1	1	54	-1	-1	-1	-1	0	0	6,259	2,937	10,410	30,016	8,014	2,630	2,962	10,457	30,026	26	13	2,283	1
20,259	180,000	2	2	1	53	-2	-2	-2	-2	-2	-2	0	533	2,329	1,778	2,510	184	533	2,329	1,778	2,514	184	1,103	0
20,260	80,000	2	3	1	57	0	0	-2	-1	0	0	33,600	0	0	9,618	10,455	11,131	0	0	9,618	1,000	1,000	1,000	0
20,261	150,000	2	2	2	51	0	-1	-1	-2	-2	-1	13,219	1,179	0	0	0	35,752	1,179	0	0	0	35,752	1,448	0
20,262	600,000	2	3	2	51	0	0	0	0	0	0	95,286	78,404	147,559	323,129	310,042	311,840	10,448	85,113	217,035	11,032	15,019	10,033	0
20,263	50,000	2	2	2	51	0	0	0	0	0	0	24,202	23,664	21,780	22,722	21,907	2,917	1,340	1,402	1,344	1,002	58	29	0
20,264	20,000	2	2	1	51	0	0	0	2	0	0	5,411	6,279	8,163	8,874	9,722	12,386	1,116	2,000	1,000	1,000	3,000	0	0
20,265	150,000	2	3	1	72	-2	-2	-2	-2	-2	-2	0	1,250	0	3,871	6,200	336	1,250	0	3,871	6,200	336	0	0
20,266	100,000	2	3	1	50	0	0	0	0	0	0	47,895	48,889	50,099	52,259	53,389	55,519	1,790	2,000	3,000	2,000	3,000	2,041	0
20,267	20,000	2	3	1	58	2	2	2	2	0	0	8,287	10,978	11,207	11,227	12,042	12,850	3,000	700	500	1,000	1,000	1,000	1
20,268	80,000	2	3	1	55	0	0	0	2	0	0	67,671	61,346	59,100	53,133	48,598	48,882	2,141	6,433	0	2,000	2,000	2,000	0
20,269	50,000	2	3	1	52	1	2	0	0	0	0	19,371	18,761	19,469	20,412	19,755	20,320	0	1,700	1,600	700	840	700	0
20,270	150,000	2	2	1	52	0	0	2	0	0	0	85,404	91,457	89,151	90,071	92,565	98,291	8,400	0	3,300	4,000	7,400	0	0
20,271	90,000	2	3	1	52	0	0	0	0	-2	-2	49,115	50,477	51,400	0	0	0	2,477	2,400	0	0	0	0	0
20,272	80,000	2	1	1	50	0	0	0	0	-2	-1	30,711	28,729	7,605	0	0	3,011	1,957	1,000	0	0	3,011	2,000	0
20,273	190,000	2	2	1	48	2	2	2	2	0	0	90,128	92,367	94,227	91,943	93,546	95,759	4,500	4,100	0	3,500	3,600	3,500	1
20,274	320,000	2	1	2	50	-1	-1	-1	-1	0	0	1,999	729	2,462	12,360	10,943	9,597	730	2,472	12,360	0	237	3,417	0
20,275	500,000	2	2	2	50	-1	-1	-1	-1	-1	-1	10,061	20,587	9,984	7,461	8,093	7,342	20,631	10,009	7,488	8,129	7,369	6,027	0
20,276	50,000	2	3	1	57	0	0	0	0	0	0	50,990	49,123	50,820	50,706	30,636	30,501	2,100	2,500	3,820	1,636	1,501	1,700	1
20,277	60,000	2	1	2	62	0	0	0	0	0	2	57,918	59,878	51,466	50,506	56,373	55,341	3,028	2,006	1,862	6,729	0	2,911	0
20,278	100,000	2	3	1	53	0	0	0	0	0	0	98,026	99,768	100,098	75,296	73,774	75,603	3,773	3,919	3,010	3,000	6,000	3,500	0
20,279	150,000	2	1	1	54	-2	-2	-2	-2	-2	-2	-1	262	329	39,919	263	263	263	331	40,118	264	264	790	1
20,280	280,000	2	4	1	50	0	-1	-1	2	2	-2	5,380	390	1,843	1,663	-147	-147	400	1,843	0	0	0	1,647	0
20,281	100,000	2	3	1	50	0	0	0	0	0	0	49,032	48,477	46,605	48,795	48,968	49,752	1,736	1,810	3,000	1,734	1,944	2,420	0
20,282	30,000	2	2	1	50	2	2	2	2	3	2	21,993	22,634	23,057	24,506	24,711	24,178	1,300	1,082	2,131	900	0	2,200	1
20,283	50,000	2	1	1	50	2	2	2	2	2	2	38,483	39,511	40,582	41,316	41,998	42,674	1,960	2,000	1,700	1,662	1,493	0	1
20,284	60,000	2	2	1	50	0	0	0	0	0	0	33,290	32,867	32,638	29,743	26,909	24,955	1,558	1,571	1,344	877	875	3,000	0
20,285	40,000	2	3	2	55	1	2	2	2	2	2	27,849	29,093	28,347	30,561	29,770	31,666	2,000	0	3,000	0	2,382	0	0
20,286	160,000	2	3	1	51	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
20,287	150,000	2	2	2	50	-2	-2	-2	-2	-2	-2	8,478	7,890	8,958	780	7,500	0	7,890	8,958	780	7,500	0	0	0
20,288	200,000	2	2	1	50	-2	-2	-1	-1	-1	-1	0	0	1,350	0	1,265	0	0	1,350	0	1,265	0	0	1
20,289	60,000	2	3	1	51	0	0	0	0	0	0	60,350	61,112	60,557	35,555	30,214	30,170	2,435	2,575	1,404	990	1,347	1,316	0
20,290	210,000	2	1	1	51	-1	-1	-1	2	-1	-1	3,490	3,611	13,920	10,284	3,813	1,154	3,611	12,797	0	3,829	1,154	2,766	0
20,291	50,000	2	1	2	52	2	0	0	0	-2	-1	6,379	3,257	4,166	0	0	318	1,091	1,000	0	0	318	0	0
20,292	360,000	2	1	1	52	-2	-2	-2	-2	-2	-2	6,658	2,598	1,138	6,730	3,595	2,915	2,610	1,240	6,763	3,613	2,930	47,183	0
20,293	80,000	2	3	3	52	0	0	0	0	0	0	77,086	77,411	78,686	66,217	56,167	53,190	3,000	5,086	1,750	2,012	1,630	2,165	0
20,294	360,000	2	1	1	52	-2	-2	-2	-1	-1	-2	-3	-3	-3	1,000	0	0	0	0	1,003	0	0	0	1
20,295	140,000	2	2	1	52	-1	-1	-1	-1	-1	-1	850	12,340	14,910	44,967	11,669	5,169	12,340	14,910	44,967	11,669	5,169	17,953	0
20,296	260,000	2	3	1	52	1	2	0	0	0	0	9,979	9,371	18,488	27,022	28,402	800	0	10,000	11,264	1,580	2	1,098	1
20,297	180,000	2	2	1	52	0	0	0	0	0	0	76,538	71,888	65,832	51,621	51,191	49,918	3,200	2,200	1,800	2,000	1,800	1,500	0
20,298	300,000	2	1	2	55	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	951	0
20,299	200,000	2	3	1	53	0	0	0	2	0	0	88,895	79,074	47,318	21,594	19,067	13,814	2,600	3,224	0	8,000	8,000	8,000	0
20,300	390,000	2	1	2	53	0	0	0	0	0	0	30,400	34,756	29,530	27,620	32,364	34,041	5,000	5,000	5,000	5,000	5,000	1,161	0

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