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credit-card-clients

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train · 30k rows

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
201	180,000	2	1	1	38	-2	-2	-2	-2	-2	-2	750	0	0	0	0	0	0	0	0	0	0	0	0
202	140,000	1	1	2	31	0	0	2	0	0	2	27,123	27,299	17,985	20,225	27,407	10,833	25,000	0	3,000	7,800	0	2,500	0
203	140,000	2	1	2	26	-1	0	-1	-1	-1	-1	13,424	18,000	13,001	5,818	13,506	487	10,000	13,001	5,841	13,506	487	7,004	0
204	120,000	1	2	2	26	0	0	0	0	0	0	107,314	110,578	113,736	116,000	119,131	122,135	5,000	5,000	4,152	5,000	5,000	5,000	0
205	360,000	2	2	1	48	0	0	0	0	0	0	226,430	231,878	234,192	190,211	173,557	146,511	9,100	7,300	5,800	5,600	5,600	4,100	0
206	20,000	1	3	1	43	-1	-1	0	0	0	0	227	20,351	20,237	19,339	19,450	19,337	22,359	1,305	1,258	1,459	3,457	1,700	0
207	100,000	1	1	1	47	-1	-1	-1	-1	-1	-1	390	1,473	390	390	390	0	1,473	390	390	390	0	2,380	0
208	210,000	2	2	1	41	-1	-1	-1	-1	-1	-1	3,088	1,586	343	3,763	877	0	1,586	343	3,763	877	0	419	1
209	80,000	2	2	2	24	0	0	0	0	0	0	81,625	81,554	79,599	49,552	49,509	49,568	3,200	3,000	2,038	2,000	1,800	1,800	1
210	330,000	2	1	1	50	-1	-1	-1	-1	-2	-2	8,872	4,337	2,854	1,690	0	1,709	4,345	2,854	1,702	0	1,709	258	0
211	220,000	1	1	2	24	0	0	0	-1	-1	-1	105,607	108,917	111,520	8,303	0	85,632	5,000	5,050	8,303	0	85,632	0	0
212	210,000	2	1	1	38	1	-2	-1	0	-1	-1	0	0	250	123	789	1,222	0	250	0	789	1,222	9,616	1
213	40,000	2	3	1	43	0	0	0	0	0	0	38,257	38,901	38,103	36,207	33,138	31,339	1,700	1,504	1,200	1,500	1,500	1,000	0
214	30,000	1	2	2	39	0	0	0	2	0	0	28,347	28,108	18,388	12,992	7,736	8,032	3,036	2,309	0	1,000	2,000	148	0
215	470,000	1	2	2	27	2	2	2	2	0	0	296,573	303,320	307,843	479,978	305,145	309,959	13,000	11,001	0	10,484	10,838	10,367	0
216	30,000	1	3	1	42	-1	-1	-1	-1	-1	2	390	390	390	240	1,320	780	390	390	240	1,470	0	0	0
217	240,000	2	2	1	36	1	-2	-2	-2	-2	-2	-946	-946	-946	-946	-946	-946	0	0	0	0	0	0	1
218	80,000	1	2	2	36	2	0	0	0	0	0	79,278	78,501	78,534	80,016	76,235	78,245	3,100	3,500	3,400	3,000	3,500	3,000	0
219	110,000	2	3	0	31	0	0	0	0	0	0	89,989	84,229	79,288	73,315	63,818	63,208	4,000	5,000	3,000	3,000	3,000	8,954	0
220	310,000	2	1	2	38	-1	-1	-1	-1	-2	-2	1,424	4,542	126	0	0	0	4,542	126	0	0	0	0	0
221	360,000	2	1	1	40	2	2	2	0	0	0	105,167	115,468	112,157	114,690	117,845	120,238	12,000	0	5,900	5,000	4,500	4,700	1
222	330,000	2	3	2	45	0	0	0	0	0	0	335,196	334,954	335,527	333,860	335,760	330,121	12,388	12,378	12,116	12,450	12,213	11,678	0
223	300,000	2	2	2	35	0	0	0	0	0	0	291,619	297,268	205,629	215,827	208,464	212,508	12,019	9,006	17,000	12,000	9,557	15,000	0
224	320,000	2	2	2	33	0	0	0	0	0	0	91,653	94,037	108,597	65,913	43,805	33,263	10,042	18,832	2,117	2,076	5,045	3,754	0
225	50,000	2	3	2	37	1	3	2	0	0	0	52,626	51,537	49,205	30,394	30,249	29,957	0	24	1,500	1,000	1,201	30,592	1
226	170,000	2	1	2	28	0	0	0	0	0	0	130,370	131,199	128,900	125,514	127,280	128,839	6,530	4,860	22,500	4,820	4,877	4,962	0
227	350,000	1	3	1	44	-1	-1	-1	-1	-1	-2	3,265	2,686	1,864	569	0	0	2,686	1,864	569	0	0	0	0
228	20,000	1	2	1	37	0	0	0	0	0	0	16,455	16,511	18,902	18,768	18,650	19,175	1,609	3,000	663	676	834	782	0
229	50,000	1	2	2	23	2	0	0	0	0	0	49,758	48,456	44,116	21,247	20,066	18,858	2,401	2,254	2,004	704	707	1,004	1
230	20,000	2	3	2	24	1	2	0	0	0	0	19,154	18,165	17,233	7,630	1,730	0	0	1,333	500	100	0	3,200	0
231	50,000	2	1	2	24	0	0	0	0	0	0	35,084	35,796	30,937	19,420	10,385	1,308	2,090	2,002	1,002	238	1,011	389	0
232	20,000	1	2	2	23	1	2	0	0	2	0	20,235	17,132	16,856	16,875	13,454	10,104	0	1,200	1,000	0	1,000	10,000	1
233	50,000	1	2	1	26	0	0	-2	-1	-1	0	102,800	0	0	2,624	45,567	46,557	0	0	2,624	45,567	1,747	2,000	0
234	190,000	1	2	2	34	2	0	0	0	2	2	129,801	131,383	134,379	142,323	140,120	150,052	5,000	5,000	10,000	0	12,118	2,769	1
235	60,000	2	2	1	33	0	0	0	0	0	0	58,203	36,367	20,934	20,694	20,175	19,421	1,506	1,298	1,000	721	811	599	0
236	80,000	1	1	2	35	-1	-1	-1	-1	-1	-1	7,988	3,977	6,848	1,719	1,378	19,942	3,983	6,853	1,719	1,378	19,942	2,418	0
237	150,000	2	2	2	27	0	0	0	0	0	0	127,402	110,050	51,547	44,384	36,900	29,497	4,500	1,745	1,566	1,208	1,077	2,529	0
238	210,000	2	1	2	31	-2	-2	-2	-2	-1	-1	1,440	0	7,422	893	6,082	2,293	0	7,422	893	6,082	2,293	3,299	0
239	240,000	2	3	1	50	0	0	0	0	0	0	234,205	231,669	214,642	207,642	210,375	214,694	10,116	9,150	8,008	8,000	8,009	7,714	1
240	140,000	2	2	3	41	0	0	0	0	0	0	19,346	21,708	22,940	19,068	16,409	16,383	3,000	2,000	2,198	1,000	3,000	2,399	1
241	60,000	2	1	2	28	1	2	2	-2	-2	-1	21,501	20,650	0	0	0	2,285	0	0	0	0	2,285	0	0
242	50,000	1	1	2	39	0	0	0	0	0	0	47,174	47,974	48,630	50,803	30,789	15,874	1,800	2,000	3,000	2,000	2,000	2,000	0
243	50,000	2	2	2	27	0	0	0	0	0	0	26,655	27,724	28,676	27,990	28,790	29,399	1,800	1,750	900	1,200	1,200	1,100	0
244	180,000	2	1	2	32	-1	-1	2	2	-1	-1	3,139	5,853	2,821	0	2,821	0	2,821	0	0	2,821	0	176	0
245	30,000	2	1	2	40	-1	-1	2	2	2	2	142	215	139	19	19	79	355	120	0	0	60	60	0
246	20,000	2	2	2	40	0	0	0	0	0	-2	19,816	20,396	20,102	19,575	0	0	1,601	2,203	2,114	0	0	0	0
247	250,000	2	2	1	75	0	-1	-1	-1	-1	-1	52,874	1,631	1,536	1,010	5,572	794	1,631	1,536	1,010	5,572	794	1,184	0
248	100,000	2	2	2	27	0	0	0	0	0	0	37,767	34,457	30,036	30,337	30,997	32,904	1,788	1,799	1,100	1,150	2,423	0	0
249	330,000	1	1	2	25	0	0	0	0	2	0	46,140	45,781	48,139	51,137	39,450	25,358	2,504	4,007	5,056	74	1,023	2,566	0
250	50,000	1	3	1	46	0	0	0	0	0	0	35,713	15,392	16,099	16,418	16,765	17,484	1,561	1,268	587	611	1,000	2,000	0
251	50,000	2	2	2	26	1	2	2	0	0	0	50,867	51,486	48,869	30,115	29,527	29,998	1,710	136	1,206	2,002	2,005	3,003	0
252	30,000	1	2	2	28	0	0	0	0	0	0	29,242	29,507	29,155	25,255	22,001	0	5,006	1,244	851	955	0	0	0
253	140,000	2	2	2	26	0	0	0	0	0	0	101,551	105,246	104,781	105,334	107,699	106,828	5,366	5,087	3,605	3,894	3,785	3,304	1
254	160,000	2	1	2	28	0	0	0	0	-1	0	70,243	47,779	28,052	7,222	99,669	84,426	7,042	2,000	1,000	99,669	12,600	10,000	0
255	400,000	2	2	2	29	-1	0	-1	-1	-1	-1	19,532	3,719	1,453	4,944	1,896	2,486	3,127	1,469	4,968	1,905	2,494	862	0
256	50,000	1	2	1	25	0	0	0	0	0	0	27,699	28,513	29,341	29,928	29,533	28,538	1,565	1,393	980	994	1,024	886	0
257	140,000	2	2	1	48	0	-1	-1	-1	-1	-1	1,154	1,233	862	1,355	1,130	21,361	1,233	1,075	1,355	1,130	21,361	1,347	0
258	160,000	2	2	1	33	-1	-1	-1	-1	0	-1	8,015	2,453	9,624	52,572	7,333	2,210	2,453	9,880	52,572	1,546	2,210	0	0
259	100,000	2	3	1	43	0	0	-2	-2	-2	-2	62,170	0	0	0	0	0	0	0	0	0	0	0	0
260	220,000	1	1	1	48	2	0	0	0	0	0	210,380	213,522	201,852	169,115	172,169	162,402	10,000	9,020	6,000	5,500	6,000	5,500	1
261	510,000	2	1	2	29	0	0	0	0	0	0	78,331	99,414	107,686	103,776	87,265	36,739	40,010	20,094	5,000	5,001	25,365	65,000	0
262	50,000	1	2	2	29	0	0	0	0	0	0	49,276	35,100	32,563	27,823	29,130	28,309	1,602	1,400	3,000	3,130	1,062	6,318	0
263	160,000	2	1	1	38	-1	-1	-1	-1	2	-1	4,473	4,664	5,969	18,941	16,578	12,652	4,664	5,969	18,941	0	12,652	1,916	0
264	230,000	2	1	2	37	-2	-2	-2	-2	-2	-2	2,283	50,815	0	0	299	338	51,315	0	0	299	338	0	0
265	80,000	2	1	2	37	-1	-1	-1	-1	-1	-1	10,115	249	5,986	188	1,644	16,872	258	5,995	188	1,644	16,872	4,000	0
266	150,000	2	2	1	25	-1	-1	-2	-1	-1	-1	6,156	0	0	316	316	316	0	0	316	316	316	316	0
267	10,000	1	3	2	23	0	0	0	0	0	2	6,974	7,838	9,002	9,182	9,729	9,411	1,134	1,298	478	847	0	175	0
268	130,000	2	3	2	49	0	0	0	0	0	0	89,003	91,362	72,197	49,654	28,065	27,500	4,100	3,095	1,630	561	600	0	1
269	40,000	2	1	2	48	0	0	0	0	0	0	34,871	34,449	33,634	34,586	34,762	35,673	1,600	1,600	1,500	1,500	1,500	1,500	0
270	50,000	1	2	2	27	3	2	2	0	0	-1	13,694	14,880	14,242	13,968	14,319	2,614	1,700	0	426	501	2,614	1,390	1
271	100,000	1	3	2	32	0	0	0	0	0	0	70,003	31,545	20,974	19,713	19,848	18,126	2,035	2,004	616	2,007	1,009	2,015	0
272	120,000	1	1	1	34	-1	2	-1	0	0	0	1,082	632	1,350	900	450	0	0	1,350	0	0	0	450	0
273	260,000	2	1	2	58	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
274	200,000	2	2	2	33	0	0	0	0	0	0	11,253	12,852	14,024	14,512	16,325	11,905	2,000	1,322	2,000	2,000	1,200	3,000	0
275	360,000	2	2	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
276	70,000	2	2	2	36	0	0	0	0	0	0	68,699	69,120	68,376	30,163	14,310	15,085	4,483	12,496	3,268	3,000	3,000	2,000	0
277	460,000	1	1	1	40	2	-1	-1	-1	-1	-1	171	2,715	-13	2,641	-10	22,535	2,728	0	2,654	0	22,545	0	1
278	50,000	2	1	2	26	-1	-1	-1	-1	-1	-1	1,156	316	316	316	316	316	316	316	316	316	316	316	0
279	50,000	1	3	1	33	0	0	0	0	0	0	50,859	50,462	50,654	20,046	20,067	19,703	2,007	2,199	691	707	703	697	0
280	250,000	2	2	1	31	0	0	0	0	0	0	103,109	102,594	97,109	99,029	100,871	101,299	4,000	4,500	5,000	4,000	5,000	4,400	0
281	30,000	2	1	2	27	0	0	-1	0	0	-2	1,512	2,458	664	1,814	0	0	1,000	664	1,500	0	0	0	0
282	270,000	1	2	1	44	0	0	0	0	-1	-1	127,543	109,189	92,630	69,669	44,149	43,414	10,063	5,162	10,150	44,299	43,509	31,031	0
283	180,000	2	3	2	30	0	0	0	0	0	0	163,935	153,152	147,032	122,196	103,692	70,204	7,722	6,091	3,563	3,605	3,000	3,211	0
284	100,000	2	1	2	28	0	0	0	0	0	0	53,494	52,656	52,600	52,336	55,831	56,265	4,173	3,000	2,025	5,000	3,000	3,000	0
285	230,000	2	3	1	32	0	0	0	0	0	0	195,126	88,743	92,195	94,814	98,182	98,457	5,000	5,000	5,000	5,000	4,000	5,000	0
286	210,000	2	1	1	46	-1	-1	-1	-1	-1	-1	110,346	41,986	21,874	20,076	16,171	586	41,986	21,874	20,076	16,171	586	19,777	0
287	210,000	1	1	2	38	2	0	0	0	0	0	60,502	62,804	62,769	62,683	63,663	46,549	3,276	2,026	2,000	2,000	2,000	2,502	0
288	440,000	2	2	1	46	0	0	0	0	0	0	180,641	181,557	149,944	113,135	105,280	97,622	8,610	6,907	3,727	3,800	4,001	2,701	0
289	100,000	2	2	2	25	2	0	0	0	0	0	70,896	71,678	70,125	69,856	69,718	51,365	3,472	2,092	2,000	2,127	1,960	1,559	1
290	240,000	2	2	1	46	0	0	0	0	0	0	8,751	9,900	10,605	10,765	11,765	4,311	1,295	1,000	1,000	1,000	1,000	1,000	0
291	280,000	1	1	2	33	-1	-1	-1	-1	-1	-1	898	898	325	898	325	-339,603	898	325	898	325	0	345,293	1
292	50,000	2	2	2	22	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
293	30,000	1	2	1	43	3	2	2	2	2	2	1,700	2,610	1,914	2,182	2,000	2,566	1,100	0	300	0	600	0	0
294	10,000	1	2	2	27	0	0	2	0	0	0	7,015	10,227	9,560	9,901	9,963	10,182	3,507	0	500	370	393	700	1
295	130,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	1,500	0
296	200,000	1	1	2	31	0	0	0	0	0	0	194,353	197,344	186,292	133,345	133,634	133,990	9,000	7,465	4,715	4,804	5,141	5,300	0
297	120,000	2	2	1	29	-1	-1	-1	-1	-1	-1	1,686	657	2,179	1,423	0	1,820	657	2,319	1,423	0	1,820	2,496	0
298	210,000	2	2	1	36	0	0	0	0	0	0	143,225	142,996	144,415	148,190	147,993	131,629	6,483	5,082	6,000	5,900	4,544	4,700	0
299	280,000	2	1	1	36	0	0	0	0	0	0	58,983	60,788	63,225	29,701	30,172	30,771	2,755	3,463	1,300	1,100	1,100	2,000	0
300	300,000	1	1	2	34	1	-2	-1	0	-1	-1	0	0	13,001	12,601	19,595	203	0	13,001	0	19,595	203	0	1