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credit-card-clients

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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
25,201	10,000	2	2	2	22	2	0	0	0	0	0	7,568	8,580	8,944	8,985	9,301	9,365	1,300	1,300	1,300	602	350	500	0
25,202	30,000	2	2	2	23	0	0	0	0	0	0	20,059	21,061	22,092	23,104	23,420	24,045	1,641	1,672	1,684	1,000	1,000	1,000	1
25,203	20,000	2	1	2	24	-1	-1	-1	-2	-2	-2	1,908	1,278	0	0	0	0	1,405	0	0	0	0	0	0
25,204	30,000	2	2	1	22	0	-1	-1	-1	-1	-1	3,118	2,411	1,260	1,179	-101	890	2,414	1,260	1,181	101	991	579	0
25,205	120,000	2	1	2	23	0	0	0	0	0	0	117,035	115,624	117,204	116,835	77,926	76,993	6,000	6,000	4,000	4,000	3,000	3,500	0
25,206	30,000	2	1	1	23	0	0	0	0	0	0	20,340	21,400	22,428	23,747	24,154	25,808	1,400	1,374	1,693	1,100	2,200	0	0
25,207	110,000	2	2	2	23	-1	-1	-1	-1	-1	0	541	541	541	941	6,993	37,264	541	541	941	6,993	31,229	8,426	0
25,208	30,000	2	2	2	23	0	0	0	0	0	2	11,284	12,294	13,320	14,031	15,593	15,201	1,503	1,529	1,240	1,802	0	707	0
25,209	80,000	2	2	2	23	0	0	0	0	0	0	51,980	36,668	39,291	43,476	46,115	42,129	6,670	5,000	5,002	4,003	3,000	3,002	0
25,210	20,000	2	1	2	23	0	0	0	0	0	0	17,849	15,356	17,146	16,319	15,687	16,948	2,000	2,080	2,000	600	1,500	1,000	0
25,211	170,000	2	3	1	23	0	0	0	0	0	0	28,615	26,410	27,654	25,211	22,682	21,787	1,446	1,690	1,208	462	1,787	497	0
25,212	120,000	2	1	2	24	0	0	0	0	0	0	11,245	12,554	13,325	14,185	13,329	10,237	1,500	1,265	1,125	1,329	500	3,020	0
25,213	30,000	2	2	2	23	-1	-1	2	-1	0	0	1,434	4,925	390	15,736	15,525	0	6,021	0	15,736	1,000	0	0	0
25,214	50,000	2	1	2	23	0	0	0	0	0	0	49,711	50,820	41,981	2,888	2,640	2,140	2,019	2,564	1,000	0	500	6,859	0
25,215	200,000	2	2	1	29	1	-2	-1	-1	-1	-1	0	0	900	900	900	900	0	900	900	900	900	900	0
25,216	30,000	2	1	2	23	0	0	0	0	0	0	14,544	15,597	16,641	17,659	18,066	18,775	1,300	1,300	1,300	700	1,000	1,000	1
25,217	90,000	2	2	2	23	0	0	0	0	0	0	11,333	11,944	7,832	7,204	6,724	7,965	4,234	6,000	3,000	3,010	5,000	3,000	0
25,218	50,000	2	2	2	24	0	0	0	0	0	0	53,159	50,465	50,744	41,232	14,459	17,225	2,000	2,097	2,224	1,000	3,000	633	0
25,219	50,000	2	1	2	23	0	0	0	0	0	0	40,111	41,380	25,865	26,568	27,249	27,665	2,252	1,737	1,440	1,121	1,004	1,013	0
25,220	150,000	2	2	2	24	1	2	0	0	0	0	65,542	28,311	23,978	17,853	34,527	28,277	0	2,145	10,000	22,000	3,000	5,093	0
25,221	10,000	2	1	2	24	1	2	0	0	2	2	6,779	6,524	7,559	9,564	9,264	9,862	0	1,300	2,300	0	900	500	0
25,222	130,000	2	3	2	24	0	0	0	0	0	0	114,466	106,911	106,971	57,434	58,593	60,504	4,600	4,500	2,802	2,050	2,800	2,300	1
25,223	70,000	2	2	2	23	-1	-1	-1	-1	0	0	312	1,823	326	6,598	6,405	7,248	1,837	326	6,598	227	1,270	1,296	0
25,224	40,000	2	1	2	23	-1	2	2	2	2	2	14,310	13,788	16,345	16,531	16,467	16,061	0	3,100	750	500	0	1,500	0
25,225	200,000	2	2	2	24	0	0	0	0	0	0	52,143	53,186	55,929	194,441	146,190	141,550	1,910	3,600	141,000	5,100	5,200	5,100	0
25,226	110,000	2	2	2	25	1	2	0	0	0	0	113,385	109,924	111,805	108,207	75,808	78,490	3,900	6,000	4,380	3,000	5,000	10,000	0
25,227	80,000	2	2	2	25	0	0	2	2	2	2	26,855	28,789	31,026	31,401	31,986	32,468	2,386	2,998	1,183	1,400	1,139	0	0
25,228	90,000	2	1	2	24	0	0	0	0	0	0	53,173	19,825	20,840	21,023	20,776	21,055	1,324	1,339	1,638	890	763	769	0
25,229	30,000	2	2	2	24	0	0	0	0	0	0	27,170	27,448	27,238	27,012	26,762	25,900	2,500	2,000	2,000	1,916	1,000	1,100	0
25,230	20,000	2	3	2	22	0	0	0	0	0	0	16,063	14,928	14,012	11,965	11,867	12,850	1,565	2,006	2,011	7,000	2,000	4,000	0
25,231	30,000	2	1	2	24	0	0	0	0	0	0	21,540	22,236	23,574	24,583	24,915	25,280	1,358	1,696	1,705	1,037	915	929	0
25,232	230,000	2	2	2	24	-1	-1	-1	-2	-1	0	1,993	2,360	0	0	4,135	814	2,360	0	0	4,135	0	2,294	1
25,233	50,000	2	2	2	24	-1	-1	-1	-1	0	-1	1,572	1,572	1,572	6,561	5,091	353	1,572	1,572	6,561	102	353	27,000	0
25,234	80,000	2	2	2	25	0	0	2	2	2	0	36,841	39,645	40,713	41,153	40,036	40,778	3,900	2,000	1,575	0	1,700	3,700	1
25,235	130,000	2	2	2	25	0	0	0	0	0	0	128,976	131,763	128,300	89,007	90,126	98,665	7,100	6,000	4,200	3,500	10,000	0	0
25,236	150,000	2	1	2	25	-1	-1	-1	2	2	-2	2,784	0	594	594	0	0	0	594	0	0	0	0	1
25,237	80,000	2	3	1	25	-2	-2	-1	-1	-2	-2	3,377	3,377	3,476	3,377	3,377	5,062	3,377	3,476	3,377	3,377	5,062	3,387	0
25,238	140,000	2	2	2	26	0	0	0	0	0	2	131,335	128,760	118,310	120,719	126,470	124,342	5,864	5,756	5,868	9,275	0	4,712	0
25,239	150,000	2	1	2	26	0	0	0	0	-1	-1	38,580	38,168	37,775	36,390	390	390	2,000	3,473	1,000	390	390	390	0
25,240	50,000	2	2	2	24	0	0	0	0	0	0	50,870	49,831	47,162	47,696	36,476	32,654	1,985	2,316	1,850	1,500	1,200	5,196	0
25,241	80,000	2	1	2	26	0	0	0	0	0	0	62,536	61,478	55,760	15,029	13,809	13,597	3,000	2,000	5,000	3,000	1,000	44,000	0
25,242	130,000	2	2	2	25	0	0	2	0	0	0	45,134	52,180	49,874	52,000	53,590	54,606	9,000	0	5,000	4,000	3,000	3,500	0
25,243	40,000	2	1	2	26	-1	-1	-1	0	0	-1	1,216	776	4,059	13,522	16,416	807	776	4,385	10,000	5,000	807	657	0
25,244	140,000	2	2	2	24	2	2	2	0	0	0	38,661	42,699	41,739	43,730	45,687	46,796	5,000	0	3,000	3,000	2,000	4,093	1
25,245	30,000	2	1	2	25	-1	-1	0	0	0	0	640	29,013	27,731	28,177	20,722	0	30,013	2,000	1,232	1,000	0	0	0
25,246	500,000	2	2	2	25	0	0	0	0	0	0	37,797	35,510	26,463	23,503	23,918	23,937	3,050	1,543	1,215	3,717	14,014	12,042	0
25,247	270,000	2	2	2	25	0	0	0	0	0	0	38,525	39,492	33,898	35,272	37,201	31,447	2,000	2,000	2,000	2,408	1,500	2,013	0
25,248	60,000	2	2	2	23	1	2	0	0	0	0	59,866	58,114	25,127	21,111	15,892	16,762	0	3,761	1,600	881	900	852	0
25,249	120,000	2	2	2	23	3	2	2	5	5	4	1,250	1,250	1,250	1,250	1,250	650	0	0	0	0	0	0	0
25,250	130,000	2	2	2	24	0	0	0	0	0	0	35,871	36,873	37,927	38,993	39,628	42,136	1,900	1,950	2,000	1,580	3,310	0	0
25,251	30,000	2	2	2	25	1	2	2	0	0	-1	30,937	32,627	31,827	32,080	30,890	990	2,500	0	1,200	0	990	8,721	0
25,252	290,000	2	2	2	25	0	0	0	0	0	0	57,445	57,025	46,484	36,232	32,149	24,004	2,000	1,800	1,400	1,000	1,000	1,000	0
25,253	30,000	2	1	2	24	2	2	0	0	0	0	23,905	23,244	23,578	25,871	26,143	26,724	0	2,000	3,000	1,000	1,000	3,500	1
25,254	50,000	2	2	2	26	0	0	0	0	0	0	50,952	50,836	50,055	50,641	40,672	39,960	2,700	2,000	2,700	1,700	1,600	1,800	0
25,255	210,000	2	3	2	25	0	0	0	0	0	0	118,408	120,176	118,191	104,908	95,946	118,796	8,600	5,000	4,000	3,000	29,066	5,000	1
25,256	30,000	2	1	2	23	2	0	0	0	0	0	25,366	26,554	27,435	28,270	28,632	30,193	2,000	2,000	2,000	1,500	2,400	1,100	1
25,257	60,000	2	2	2	23	0	0	0	2	0	0	22,241	22,719	25,585	24,053	17,154	19,316	2,000	4,000	0	2,000	3,000	0	0
25,258	50,000	2	3	1	23	2	0	0	0	0	0	32,847	29,705	15,445	16,782	16,960	17,208	1,941	1,263	1,600	754	671	831	1
25,259	80,000	2	1	2	23	-1	-1	-1	-1	-1	-1	740	8,956	836	836	836	836	9,052	836	836	836	836	3,590	0
25,260	50,000	2	2	2	24	2	2	2	2	2	2	41,500	39,938	41,688	45,625	45,907	44,662	0	2,700	4,960	1,700	0	3,000	1
25,261	90,000	2	2	2	23	1	3	2	0	0	0	39,772	38,836	36,654	32,747	33,091	33,291	0	15	1,831	1,175	1,338	1,216	0
25,262	50,000	2	1	2	23	1	-1	2	0	0	0	-69	7,721	3,079	7,095	7,237	6,446	7,790	0	4,095	245	234	266	1
25,263	50,000	2	1	2	23	2	0	0	0	0	0	49,316	49,061	47,209	47,471	21,571	19,005	4,044	2,138	1,400	431	380	772	1
25,264	20,000	2	2	2	23	0	0	0	0	0	0	13,291	14,366	15,430	16,367	16,794	17,323	1,600	1,600	1,500	700	800	1,000	0
25,265	150,000	2	2	2	23	0	0	0	0	0	0	167,317	166,596	165,990	161,285	156,749	151,863	10,000	10,000	6,000	6,000	5,500	5,500	0
25,266	110,000	2	2	2	24	0	0	0	0	0	0	98,843	92,820	78,232	69,426	70,987	75,835	3,200	3,500	3,000	3,500	7,000	3,000	0
25,267	140,000	2	2	2	24	-1	-1	-1	-2	-1	0	22,732	6,624	-514	-1,334	2,125	1,606	6,624	0	0	3,731	0	0	0
25,268	30,000	2	2	2	25	0	0	0	0	0	0	30,523	30,554	30,593	30,619	29,146	29,823	2,000	2,000	1,700	1,200	1,300	1,300	0
25,269	120,000	2	2	1	25	0	0	0	0	0	0	52,109	43,007	33,481	28,563	24,065	2,802	1,565	3,194	1,200	6,206	0	310	0
25,270	80,000	2	2	2	25	0	0	0	0	0	0	77,440	78,418	78,015	79,571	80,121	77,304	3,500	3,000	3,500	3,000	3,000	3,000	0
25,271	80,000	2	2	2	26	0	0	-1	0	0	-1	42,933	34,555	35,476	24,657	12,139	9,038	1,000	35,476	1,000	243	9,038	250	0
25,272	80,000	2	2	2	25	0	0	0	0	0	0	80,115	77,427	77,657	70,105	39,751	14,765	75,004	3,096	1,887	1,081	2,044	0	0
25,273	50,000	2	2	1	25	0	-1	-1	-1	0	0	7,444	326	326	15,493	8,210	8,133	326	326	15,493	284	371	652	0
25,274	30,000	2	2	2	22	0	0	0	0	0	0	29,449	30,308	26,186	27,698	28,987	29,568	1,402	2,000	2,000	2,000	2,500	2,000	0
25,275	80,000	2	3	2	22	0	0	0	-1	-1	0	23,023	23,480	0	780	23,818	23,917	2,100	0	780	23,818	1,011	1,000	0
25,276	30,000	2	2	2	23	0	0	0	0	0	0	28,767	27,567	28,638	28,818	29,439	17,685	1,749	1,820	1,000	621	354	0	1
25,277	50,000	2	3	2	23	0	0	0	0	0	0	13,385	11,493	10,236	7,896	6,211	23,315	1,200	1,800	1,000	1,211	20,000	3,754	0
25,278	170,000	2	1	2	27	-1	0	0	0	0	0	41,977	38,895	39,698	38,330	39,602	39,922	1,650	4,500	4,000	4,000	3,000	3,000	0
25,279	80,000	2	3	2	27	0	0	0	0	0	0	54,184	24,393	25,924	16,558	17,280	17,652	1,500	2,000	1,300	1,000	650	1,000	1
25,280	210,000	2	2	2	26	0	0	0	0	0	-1	15,599	11,684	2,821	2,935	1,895	1,078	1,059	1,069	1,000	38	1,078	1,078	0
25,281	160,000	2	1	2	26	1	2	0	0	2	0	100,364	97,863	100,535	104,382	100,535	101,621	0	6,497	8,001	0	4,000	3,801	0
25,282	150,000	2	2	2	26	-1	-1	0	0	-1	-1	242	3,180	4,900	5,207	5,313	6,340	3,180	1,747	1,000	9,119	1,027	4	0
25,283	70,000	2	3	2	24	0	0	0	0	0	0	69,039	68,609	69,217	69,327	68,582	68,677	3,000	4,000	3,200	3,000	3,000	3,000	0
25,284	60,000	2	3	1	23	2	0	0	0	0	0	60,406	57,491	59,137	59,345	29,399	29,339	2,055	2,570	1,620	1,020	1,050	1,080	0
25,285	50,000	2	2	2	22	0	0	0	0	0	0	45,417	45,009	44,639	52,198	43,181	31,473	2,000	2,000	10,052	2,000	1,136	2,000	0
25,286	140,000	2	2	2	26	2	2	2	2	2	2	118,425	120,970	123,141	124,622	125,865	128,479	6,000	5,600	5,000	4,800	4,800	4,700	1
25,287	80,000	2	2	1	26	2	0	0	0	0	0	78,768	79,611	80,770	53,142	55,064	28,750	3,500	4,450	2,249	1,200	2,400	1,100	0
25,288	80,000	2	2	1	26	0	0	-1	-1	-1	-2	40,216	10,400	10,935	2,318	-711	-708	1,400	10,935	2,324	707	3	45,906	0
25,289	60,000	2	1	2	26	0	0	0	0	0	0	36,604	35,777	29,836	30,818	31,314	30,852	1,765	1,812	1,794	1,290	1,268	1,273	0
25,290	200,000	2	1	2	27	0	0	0	0	0	0	86,192	67,483	58,112	23,949	9,270	4,496	15,186	10,188	1,074	209	112	2,797	0
25,291	100,000	2	1	2	27	0	0	0	0	0	-1	19,164	23,828	25,138	26,499	26,799	1,150	5,000	2,000	2,000	500	1,150	0	0
25,292	100,000	2	1	2	26	0	0	0	0	0	0	81,463	83,098	63,848	64,692	66,114	67,396	4,000	3,000	2,500	2,500	2,500	2,600	0
25,293	80,000	2	2	2	26	0	0	0	0	0	0	77,760	79,248	120,697	60,989	41,023	42,663	3,100	4,700	4,800	1,200	3,260	2,000	1
25,294	70,000	2	2	2	22	0	0	0	0	0	0	72,473	72,189	71,867	64,534	33,683	32,857	3,500	3,427	3,100	1,200	1,700	1,307	0
25,295	80,000	2	2	2	24	0	0	0	-1	0	-1	19,167	10,192	7,241	3,261	6,264	891	3,000	2,005	3,261	3,003	891	2,070	0
25,296	60,000	2	2	2	24	0	0	0	0	0	0	50,840	49,592	44,412	45,402	35,704	36,524	2,100	1,847	1,837	1,139	1,254	1,387	0
25,297	80,000	2	2	2	24	0	0	0	0	0	0	72,383	73,620	53,728	31,989	20,058	196	3,500	2,354	2,027	800	196	184	0
25,298	50,000	2	2	1	24	0	0	0	0	0	0	48,700	47,544	47,612	48,713	49,295	49,916	2,401	2,440	2,396	1,368	1,401	1,807	0
25,299	80,000	2	1	2	24	2	0	0	0	0	0	79,434	80,246	80,167	60,201	47,850	48,698	3,100	2,650	2,065	1,850	1,756	2,100	1
25,300	30,000	2	2	2	23	0	0	0	0	0	0	24,607	24,430	23,881	24,234	24,853	7,814	1,700	1,600	1,287	1,296	500	1,550	0

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