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skr-test-org
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taiwan-bank-data

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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
101	140,000	1	1	2	32	-2	-2	-2	-2	-2	-2	672	10,212	850	415	100	1,430	10,212	850	415	100	1,430	0	0
102	380,000	2	1	2	30	-2	-2	-1	0	0	0	-81	-303	32,475	32,891	33,564	34,056	223	33,178	1,171	1,197	1,250	5,000	0
103	480,000	1	1	1	63	0	0	0	2	2	0	422,069	431,342	479,432	487,066	471,145	469,961	16,078	55,693	17,000	0	18,000	24,200	0
104	50,000	2	3	2	22	0	0	0	0	0	0	44,698	42,254	38,347	32,496	23,477	24,094	1,767	1,362	1,002	840	995	904	1
105	60,000	2	2	2	26	2	2	2	2	2	0	56,685	55,208	59,175	60,218	55,447	55,305	0	5,000	2,511	6	3,000	3,000	0
106	70,000	2	2	2	24	-1	-1	-2	-2	-2	-1	5,580	0	0	0	0	26,529	0	0	0	0	26,529	2,000	0
107	80,000	2	2	1	36	-1	-1	-1	-1	-1	-1	6,108	2,861	3,277	3,319	1,150	1,150	2,861	3,279	3,319	1,150	1,150	1,035	0
108	350,000	1	1	2	52	-1	-1	-1	-1	-1	-1	713	2,272	722	867	1,150	5,263	2,272	722	867	1,150	5,263	5,011	0
109	130,000	1	2	2	38	0	0	0	-1	-1	-1	171,438	178,382	39,940	120,483	44,127	126,568	10,908	0	133,657	4,566	133,841	4,796	0
110	360,000	1	2	1	35	1	-2	-2	-2	-2	-2	-103	-103	-103	-103	-103	-103	0	0	0	0	0	0	0
111	330,000	2	1	1	31	0	0	2	0	0	0	105,879	108,431	105,594	105,896	106,491	107,289	9,260	0	3,593	4,100	15,794	0	0
112	50,000	1	3	1	47	0	0	2	0	0	0	13,244	14,722	15,181	15,928	16,671	17,393	2,000	1,000	1,000	1,000	1,000	1,000	0
113	280,000	1	2	1	41	2	2	2	2	2	3	135,673	138,532	134,813	144,401	152,174	149,415	6,500	0	14,254	14,850	0	5,000	0
114	100,000	2	1	2	24	0	0	0	0	0	0	52,128	52,692	54,477	56,076	60,100	59,713	2,000	2,677	3,076	5,080	3,000	2,033	0
115	50,000	1	2	2	41	0	0	0	0	0	0	19,015	19,294	20,259	20,274	20,311	19,957	1,340	1,305	700	718	724	684	0
116	30,000	1	1	2	24	-1	2	0	0	3	2	18,199	17,618	18,631	21,319	20,692	21,201	0	1,312	3,000	0	1,000	1,000	1
117	240,000	1	1	2	28	-1	-1	-1	-1	-1	-1	326	326	326	5,676	476	326	326	326	5,676	476	326	526	0
118	80,000	1	2	2	26	2	0	0	0	0	0	14,029	15,493	16,630	17,055	17,629	18,186	2,000	1,700	1,000	1,000	1,000	1,000	1
119	400,000	1	2	1	34	-1	-1	-1	-1	-1	-1	19,660	9,666	11,867	7,839	14,837	7,959	9,677	11,867	7,839	14,837	7,959	5,712	0
120	240,000	2	2	2	38	0	0	0	0	-1	-1	50,254	51,445	53,015	52,479	1,307	1,203	2,000	3,000	3,000	1,307	1,203	563	0
121	50,000	1	3	2	37	2	2	2	3	2	2	46,004	45,976	48,953	48,851	49,318	51,143	1,000	4,035	1,000	1,400	2,800	0	1
122	450,000	1	1	1	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
123	110,000	2	1	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
124	310,000	2	2	1	35	2	0	0	0	0	0	304,991	311,243	306,314	258,610	246,491	198,889	13,019	11,128	8,407	8,599	6,833	5,987	1
125	20,000	1	1	2	27	0	0	0	0	0	0	19,115	18,962	19,298	19,378	19,717	15,630	1,404	1,130	600	861	313	0	0
126	20,000	1	2	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
127	200,000	1	3	2	52	0	0	0	0	0	0	110,151	99,530	98,951	100,914	103,146	104,993	3,568	3,585	3,602	3,848	3,669	3,784	0
128	180,000	1	1	1	36	0	0	0	0	0	0	163,736	116,422	99,278	95,766	97,753	95,927	4,655	2,690	2,067	2,142	2,217	1,000	1
129	50,000	1	2	1	51	0	0	0	0	0	0	3,347	3,899	4,503	5,347	6,375	7,077	1,000	1,066	1,300	1,500	1,200	134	1
130	60,000	1	3	1	55	3	2	2	0	0	0	60,521	61,450	57,244	28,853	29,510	26,547	2,504	7	1,200	1,200	1,100	1,500	0
131	30,000	2	1	2	23	1	-2	-2	-2	-1	-1	4,000	5,645	3,508	-27	13,744	5,906	5,645	3,508	27	13,771	5,911	3,024	0
132	240,000	1	1	2	41	1	-1	-1	0	0	-1	95	2,622	3,301	3,164	360	1,737	2,622	3,301	0	360	1,737	924	0
133	420,000	1	2	1	34	0	0	0	0	0	0	253,454	247,743	229,049	220,951	210,606	188,108	9,744	9,553	7,603	7,830	7,253	11,326	0
134	330,000	1	3	1	46	0	0	0	0	0	0	227,389	228,719	229,644	227,587	227,775	228,203	8,210	8,095	8,025	8,175	8,391	8,200	0
135	30,000	2	2	2	22	0	0	0	0	0	0	28,452	26,145	26,712	25,350	17,603	-780	2,000	1,400	0	500	0	1,560	0
136	240,000	1	2	1	34	0	0	0	2	2	2	10,674	12,035	13,681	13,269	14,158	13,891	1,500	1,800	0	1,000	0	327	0
137	150,000	1	1	2	27	0	0	0	0	0	0	17,444	19,342	22,000	24,614	27,200	30,229	2,500	3,000	3,000	3,000	3,500	5,000	0
138	210,000	2	2	1	33	0	0	0	0	0	0	7,166	7,997	8,792	9,189	4,404	5,708	1,500	1,500	1,000	500	2,000	546	0
139	50,000	2	3	1	51	-1	-1	-1	-1	-2	-2	752	300	5,880	0	0	0	300	5,880	0	0	0	0	1
140	50,000	1	1	2	24	0	0	0	0	0	0	50,801	50,143	49,586	19,430	19,375	18,995	2,360	1,700	1,000	900	870	2,130	0
141	240,000	1	1	2	47	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
142	180,000	1	2	2	28	-1	-1	-1	-1	-1	-1	1,832	0	832	332	416	416	0	416	332	500	3,500	832	0
143	50,000	1	2	2	23	1	2	2	2	0	0	10,131	10,833	20,583	19,996	19,879	18,065	1,000	10,000	400	700	800	600	0
144	170,000	1	2	2	29	-2	-2	-2	-2	-2	-2	12,159	10,000	10,000	10,000	9,983	15,846	10,000	10,000	10,000	9,983	15,863	10,000	0
145	20,000	1	1	2	29	-1	-1	-1	-1	0	-1	1,199	15,586	344	2,340	6,702	339	15,586	344	2,340	4,702	339	330	0
146	50,000	1	1	2	28	0	0	0	0	0	3	4,999	5,913	7,315	9,195	10,624	10,138	1,000	1,500	2,000	1,583	1,100	0	0
147	170,000	2	2	2	27	0	0	0	0	0	0	19,269	20,313	20,852	17,560	17,918	9,100	1,661	1,200	351	358	182	0	1
148	200,000	1	1	2	34	1	2	0	0	0	0	197,236	176,192	93,069	135,668	132,233	59,875	8,000	5,000	55,500	5,000	5,000	8,500	0
149	80,000	2	2	1	23	1	2	3	2	0	0	9,168	10,522	10,205	9,898	10,123	12,034	1,650	0	0	379	2,091	1	0
150	260,000	2	1	1	60	1	-2	-1	-1	-1	-1	-1,100	-1,100	21,400	0	969	869	0	22,500	0	969	1,000	0	0
151	140,000	1	2	1	32	0	0	0	0	2	0	86,627	78,142	68,336	64,648	58,319	55,251	3,455	3,110	5,000	0	2,100	2,602	0
152	80,000	1	1	2	25	0	0	0	0	0	0	42,444	55,744	43,476	41,087	41,951	31,826	30,000	3,000	6,000	8,000	2,000	14,000	0
153	350,000	1	1	2	41	1	-1	-1	-1	-1	-2	208	2,906	1,000	630	0	0	2,906	1,000	630	0	0	0	0
154	280,000	2	2	1	56	0	0	0	0	0	0	208,775	182,350	132,257	101,783	177,145	169,311	8,042	6,700	5,137	100,000	7,000	6,321	0
155	30,000	2	3	2	26	0	0	0	0	0	0	9,014	10,406	11,427	11,935	13,084	14,206	1,700	1,500	1,000	1,500	1,500	1,500	0
156	140,000	1	1	1	34	0	0	0	0	0	0	23,944	28,049	32,073	43,129	47,086	48,699	5,000	5,000	11,885	5,000	3,000	5,504	0
157	200,000	2	1	2	37	0	0	0	0	0	0	105,420	102,870	89,643	90,938	92,505	94,031	4,000	3,250	3,250	3,500	3,560	5,000	0
158	200,000	2	3	2	30	0	0	0	0	0	0	196,031	196,143	189,524	167,163	146,975	122,324	7,300	7,108	7,680	6,200	5,000	4,500	0
159	210,000	1	3	1	45	2	3	4	4	5	6	115,785	122,904	129,847	137,277	145,533	154,105	10,478	10,478	11,078	11,078	11,678	10,478	1
160	50,000	1	3	1	57	3	2	0	0	0	0	12,854	12,362	13,447	13,427	13,711	14,083	0	1,600	500	500	600	600	0
161	30,000	1	1	2	41	2	2	2	2	2	0	24,357	27,453	26,718	28,168	27,579	28,321	3,500	0	2,200	0	1,200	1,250	0
162	50,000	1	2	2	27	2	-1	-1	-1	-1	2	390	390	780	216	1,080	540	390	780	216	864	0	390	0
163	290,000	1	3	1	47	-1	-1	-1	-1	0	-1	1,234	396	396	792	396	423	396	396	792	0	423	369	0
164	250,000	2	1	1	34	0	0	2	0	0	0	141,223	156,858	151,841	152,803	155,997	160,220	17,994	0	5,469	5,656	6,811	3,920	0
165	60,000	2	2	1	46	0	0	0	0	0	0	21,148	23,803	24,908	26,034	26,655	27,756	3,000	1,500	1,500	1,000	1,500	1,500	0
166	110,000	2	1	2	27	0	0	0	0	0	0	101,640	104,795	104,855	74,737	76,058	77,254	5,500	3,900	3,000	2,900	3,000	2,800	0
167	370,000	1	1	2	50	-2	-2	-2	-2	-2	-2	6,093	15,130	8,204	15,398	4,792	13,453	15,383	8,204	15,413	4,792	13,453	4,699	0
168	100,000	1	2	1	27	-1	2	2	0	0	0	102,349	96,847	58,824	29,336	22,979	-246	3,166	0	1,330	1,398	12	50,000	0
169	90,000	2	2	1	35	0	0	0	0	0	2	72,112	73,854	75,526	77,317	85,852	88,290	3,500	3,500	3,652	10,000	4,000	0	0
170	50,000	2	2	2	22	0	0	0	0	0	0	28,040	29,092	29,366	27,737	28,318	28,806	1,510	1,442	982	1,017	1,277	567	0
171	270,000	1	2	2	37	0	0	0	0	0	0	37,695	33,397	30,534	27,598	26,344	24,641	5,000	2,000	3,000	4,000	3,000	2,000	0
172	300,000	2	1	2	30	-1	-1	-1	-1	-1	-1	688	3,280	0	4,340	2,672	800	3,288	0	4,340	2,672	800	746	0
173	50,000	2	2	2	22	-1	0	0	0	0	0	8,567	15,273	11,650	7,457	3,115	7,725	15,000	1,000	149	0	5,000	10,000	0
174	50,000	2	1	2	24	1	-2	-2	-2	-2	-2	-709	-709	-709	-2,898	-3,272	-3,272	0	0	0	0	0	0	1
175	360,000	1	1	2	29	1	-2	-1	-1	-2	-2	0	0	77	0	0	0	0	77	0	0	0	0	0
176	130,000	1	3	1	56	1	2	2	2	2	3	64,617	65,978	67,282	68,557	72,796	71,345	3,000	3,000	3,000	5,500	0	0	1
177	80,000	1	1	2	30	-2	-1	0	0	0	0	6,187	100	600	1,438	1,919	5,380	504	500	1,000	500	3,500	0	0
178	50,000	1	2	2	30	1	2	0	0	0	2	48,860	47,801	48,363	30,221	22,877	22,361	0	1,500	1,000	2,000	0	2,000	0
179	20,000	2	2	2	22	0	0	0	0	0	0	16,001	12,622	13,221	13,130	14,034	14,906	1,212	1,201	500	1,500	1,500	1,000	0
180	80,000	2	2	1	29	0	0	2	0	0	0	77,883	81,811	80,250	61,467	10,662	11,486	5,800	1,000	600	400	1,000	0	0
181	240,000	1	1	2	37	-1	-1	2	0	0	-1	12,212	26,578	25,331	26,605	26,279	1,256	15,000	0	2,000	0	1,256	65,935	0
182	80,000	2	3	2	35	0	-1	0	0	0	0	49,608	12,412	14,873	17,364	17,770	17,460	12,500	6,500	3,000	2,000	3,000	2,000	0
183	500,000	2	1	1	47	0	0	0	0	0	0	56,422	110,616	110,340	122,967	108,834	70,064	70,010	30,357	30,000	20,000	52,183	20,000	0
184	60,000	2	2	1	24	0	0	0	0	0	0	58,024	57,891	48,839	18,971	19,323	19,395	2,500	1,600	3,000	1,000	737	2,000	1
185	20,000	1	2	2	25	0	0	0	0	0	-1	10,642	11,677	13,070	12,280	1,615	1,620	1,200	1,593	601	135	1,824	0	0
186	100,000	2	2	1	38	1	2	0	0	2	0	14,483	13,961	15,323	16,268	15,868	16,448	0	1,600	1,500	0	1,000	1,500	1
187	360,000	2	1	2	32	1	-1	-1	-1	-1	-1	2,616	57,077	5,287	68,445	13,881	16,240	57,087	5,295	68,454	13,889	16,250	38,313	0
188	200,000	2	3	2	47	2	2	2	2	2	2	199,436	202,947	193,936	196,186	200,162	189,915	8,214	7,000	6,800	7,134	0	6,836	1
189	130,000	2	2	1	34	1	-1	0	0	0	0	0	5,396	10,270	13,576	13,864	14,636	5,396	5,000	3,500	501	1,000	2,000	0
190	20,000	2	2	2	31	1	5	4	4	3	2	21,703	21,087	21,461	20,835	20,219	20,487	0	1,000	0	0	760	0	0
191	310,000	1	1	2	32	0	0	0	0	0	0	59,901	62,147	62,102	65,875	60,387	43,328	10,020	6,031	10,057	5,028	5,060	4,223	0
192	60,000	2	1	2	27	2	0	0	0	2	0	19,625	20,347	21,669	23,005	22,499	22,873	1,342	1,664	2,000	0	900	846	1
193	180,000	2	1	2	29	-1	-1	-1	-2	-1	0	11,386	199	0	0	17,227	17,042	199	0	0	17,227	341	5,114	0
194	180,000	2	1	2	24	-1	-1	2	0	0	-2	14,670	22,087	21,282	10,200	0	0	37,867	0	200	0	0	0	0
195	50,000	1	2	1	36	0	0	0	0	-1	-1	47,790	18,114	18,250	-14	72	658	2,000	1,000	2,000	500	1,000	20,011	0
196	50,000	2	1	2	24	1	2	2	2	2	2	36,166	37,188	37,680	38,462	39,228	40,035	1,900	1,400	1,700	1,532	1,600	0	1
197	150,000	2	2	1	34	-2	-2	-2	-2	-2	-2	0	0	0	116	0	1,500	0	0	116	0	1,500	0	0
198	20,000	2	1	2	22	0	0	0	0	-1	0	18,553	19,446	19,065	8,332	18,868	19,247	1,500	1,032	541	20,000	693	1,000	0
199	500,000	2	1	1	34	-2	-2	-2	-1	-1	-1	412	138	2,299	1,251	1,206	1,151	138	2,299	1,251	1,206	1,151	15,816	0
200	30,000	2	3	2	22	1	2	2	0	0	0	29,010	29,256	28,122	29,836	1,630	0	1,000	85	1,714	104	0	0	1