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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
29,201	50,000	1	3	2	25	0	0	2	2	0	0	39,686	43,685	44,694	43,673	44,659	49,512	5,000	2,000	0	2,000	6,000	300	0
29,202	20,000	1	2	2	23	1	2	2	0	0	2	17,081	16,809	17,541	18,250	19,463	19,010	300	1,305	1,305	1,518	0	1,861	1
29,203	10,000	1	3	3	22	0	0	0	0	0	0	9,473	9,661	9,001	9,768	9,233	9,154	1,288	1,400	1,200	300	800	500	1
29,204	100,000	1	3	1	35	0	0	0	0	0	0	94,467	96,521	98,728	74,239	75,704	55,704	3,627	3,938	2,515	2,516	4,022	2,032	0
29,205	50,000	1	2	2	23	0	0	0	0	0	0	49,842	49,830	50,116	49,184	19,184	18,021	2,000	2,100	1,500	1,000	1,000	1,000	0
29,206	50,000	1	2	2	23	0	0	0	2	2	2	46,926	18,385	11,097	10,596	12,421	12,129	1,387	4,200	0	1,958	0	1,000	0
29,207	50,000	1	2	2	23	0	0	0	0	0	0	11,148	13,637	14,959	16,204	16,536	17,118	3,000	1,850	1,800	900	1,000	1,000	0
29,208	160,000	1	1	2	23	-1	0	0	0	-1	0	6,760	7,043	9,499	2,814	2,174	26,053	4,000	3,000	1,000	2,274	25,456	4,000	0
29,209	10,000	1	1	2	23	0	0	0	0	0	0	6,927	5,313	6,264	5,970	7,175	6,032	1,500	3,500	1,000	2,000	2,500	1,000	0
29,210	20,000	1	2	2	23	0	-1	-1	-1	0	0	6,321	4,813	595	18,628	19,324	19,208	6,000	597	21,722	1,000	697	860	0
29,211	20,000	1	2	2	22	1	2	2	2	0	0	19,698	20,305	20,602	19,850	20,277	17,525	2,000	1,300	0	702	620	0	1
29,212	50,000	1	2	2	22	0	0	0	0	-1	0	51,159	51,699	50,584	20,480	9,413	9,712	3,000	2,650	2,100	10,000	600	500	0
29,213	90,000	1	2	2	24	0	0	0	0	0	0	37,985	36,664	22,265	30,504	26,909	25,685	2,010	2,000	10,004	1,010	2,000	2,000	0
29,214	20,000	1	2	2	24	2	2	2	2	0	0	5,266	6,026	15,855	16,295	17,023	17,388	1,000	10,000	1,000	1,000	639	2,822	1
29,215	20,000	1	1	2	24	1	2	2	2	0	0	6,696	7,437	8,810	9,470	18,315	19,237	1,000	1,495	1,000	9,000	1,800	900	1
29,216	50,000	1	2	2	23	0	0	0	0	0	0	50,175	49,798	50,795	50,150	9,658	10,011	1,796	2,193	2,040	330	492	332	0
29,217	10,000	1	3	2	23	0	0	0	0	0	0	8,604	8,594	9,259	9,733	9,528	9,513	1,600	1,351	1,215	400	200	166	0
29,218	150,000	1	2	2	24	-1	-1	-1	-1	-1	-1	9,514	14,961	3,337	1,012	4,944	1,016	15,046	3,367	1,020	5,392	1,016	0	0
29,219	60,000	1	2	2	24	0	0	0	0	0	0	58,197	47,537	46,576	41,376	36,959	35,508	3,000	3,010	3,004	3,000	3,000	3,000	0
29,220	20,000	1	2	3	25	0	0	0	0	0	-1	3,855	3,150	2,862	3,247	2,857	2,467	1,040	1,225	1,000	0	2,500	491	0
29,221	10,000	1	1	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,222	20,000	1	2	2	24	0	0	0	0	0	0	18,836	19,147	20,223	19,788	19,927	20,045	1,318	1,394	1,159	678	793	138	0
29,223	10,000	1	1	2	24	0	0	2	0	0	0	7,760	8,928	8,386	7,512	7,615	7,621	1,471	1,100	1,107	600	264	544	0
29,224	10,000	1	2	2	23	0	0	0	0	0	0	10,041	9,804	10,034	6,599	6,713	3,940	2,000	1,503	1,000	2,134	79	0	0
29,225	20,000	1	2	2	24	2	0	0	0	0	0	16,794	17,496	18,981	19,608	19,600	20,000	1,288	1,773	1,400	392	400	0	0
29,226	50,000	1	1	2	23	-1	-1	-1	-1	-1	-1	980	3,413	1,068	1,386	2,800	3,696	3,500	11,000	2,000	2,000	6,396	3,000	0
29,227	20,000	1	2	2	22	0	0	0	0	0	0	4,341	5,356	6,376	7,382	7,375	7,531	1,245	1,265	1,271	264	275	900	0
29,228	50,000	1	2	2	24	-1	0	0	0	0	0	6,701	8,770	11,312	13,112	13,394	14,176	2,200	2,700	2,000	500	1,000	700	0
29,229	10,000	1	2	2	23	0	0	0	0	0	0	7,545	7,510	8,583	9,156	9,727	8,706	1,500	1,588	1,274	1,235	303	300	0
29,230	50,000	1	2	2	24	0	0	0	0	0	0	18,684	19,690	21,021	22,067	22,896	23,873	1,323	1,654	1,700	1,500	1,500	1,000	0
29,231	30,000	1	1	2	24	0	0	-2	-2	-2	-1	11,080	-202	-202	-202	-202	7,571	0	0	0	0	7,844	235	0
29,232	250,000	1	2	2	24	1	-2	-1	-1	-1	0	0	0	1,859	3,582	18,717	20,213	0	1,859	2,628	41,000	3,000	2,000	0
29,233	50,000	1	2	2	24	0	0	0	0	0	-1	49,411	50,385	50,207	48,974	19,090	780	2,100	2,183	1,211	1,362	390	780	0
29,234	50,000	1	2	2	23	0	0	0	0	0	2	22,643	23,758	24,870	18,740	17,861	17,433	1,497	1,609	1,279	1,500	0	637	1
29,235	10,000	1	2	2	23	0	0	2	0	0	0	2,427	6,109	2,736	3,654	3,729	9,446	3,775	0	1,000	75	994	0	1
29,236	20,000	1	2	2	23	0	0	0	0	0	0	16,994	18,105	19,504	19,974	11,548	10,784	1,700	2,000	1,011	300	216	0	0
29,237	20,000	1	2	2	23	0	0	0	0	0	0	18,963	19,904	18,038	19,032	17,372	17,893	1,300	1,400	1,300	700	800	1,000	1
29,238	50,000	1	2	2	23	0	0	0	0	0	0	50,511	50,478	50,146	49,685	50,252	9,958	1,785	2,341	2,128	344	359	800	0
29,239	50,000	1	3	2	24	1	2	0	0	-1	-1	50,645	48,259	45,079	30,783	1,727	150	0	2,177	1,702	2,000	350	0	0
29,240	20,000	1	2	2	24	0	0	0	0	-2	-2	15,940	19,222	20,650	0	0	0	3,572	2,000	0	0	0	0	0
29,241	110,000	1	2	2	24	-2	-2	-2	-2	-2	-2	326	326	176	-150	150	952	326	176	0	952	952	0	1
29,242	20,000	1	1	2	23	0	0	0	2	2	2	11,819	12,840	15,416	15,567	15,022	16,855	1,524	3,100	696	0	2,237	0	0
29,243	50,000	1	2	2	24	-1	-1	-1	-1	-1	0	390	390	390	390	780	390	390	390	390	780	0	390	1
29,244	50,000	1	2	2	25	0	0	0	0	-2	-2	43,793	41,739	20,650	0	0	0	1,651	1,650	0	0	0	0	0
29,245	140,000	1	2	2	25	1	-1	-1	-1	0	0	0	850	2,620	66,397	62,967	44,226	850	2,620	66,397	2,038	2,000	15,000	0
29,246	50,000	1	1	1	25	0	0	0	2	0	0	47,053	5,472	5,891	6,595	8,400	4,041	2,000	1,500	1,000	2,000	1,000	1,000	0
29,247	10,000	1	2	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,248	70,000	1	3	2	25	1	2	0	0	0	0	69,447	67,209	56,580	24,991	16,036	16,667	0	4,000	1,500	3,000	2,500	5,000	1
29,249	20,000	1	2	2	25	0	0	0	0	0	2	14,989	15,999	17,043	18,236	19,376	18,958	1,263	1,307	1,500	1,408	0	674	1
29,250	20,000	1	3	2	25	3	2	2	4	4	4	1,650	1,650	1,650	1,650	1,650	1,650	0	0	0	0	0	0	1
29,251	20,000	1	2	2	25	1	2	3	2	0	0	18,885	21,563	20,943	20,152	19,754	19,204	3,300	0	0	2	384	2,488	1
29,252	20,000	1	2	2	25	0	0	0	0	0	2	17,927	17,384	13,648	13,924	15,685	15,292	1,500	1,500	1,400	2,000	0	2,500	0
29,253	60,000	1	2	2	26	0	0	0	0	0	0	38,815	40,171	37,274	30,203	30,809	33,323	2,023	1,491	2,000	1,092	3,000	1,353	0
29,254	50,000	1	2	1	25	0	0	0	0	0	0	47,410	48,705	46,776	48,218	41,037	9,288	2,100	2,000	2,300	2,100	470	350	0
29,255	50,000	1	2	1	25	0	0	0	0	0	0	49,007	48,847	47,241	47,683	46,844	47,537	1,922	2,200	2,000	1,400	2,000	2,270	1
29,256	30,000	1	2	1	25	0	0	0	0	0	0	11,355	12,670	13,383	14,699	14,688	16,749	1,512	1,225	1,541	530	2,302	0	1
29,257	20,000	1	3	2	24	0	0	0	0	0	0	19,438	16,944	17,990	19,671	19,244	19,443	1,273	1,319	2,000	674	693	693	0
29,258	50,000	1	2	2	25	0	0	0	0	0	2	20,636	17,792	17,422	17,273	18,827	16,996	1,604	1,702	1,500	2,004	16	607	1
29,259	70,000	1	2	2	24	1	2	0	0	0	2	32,536	26,351	45,870	46,918	53,153	52,174	0	20,000	1,807	7,042	0	1,925	0
29,260	70,000	1	1	2	24	0	0	0	0	0	-1	12,109	15,328	16,854	16,741	15,154	6,060	5,328	4,000	3,000	3,007	6,060	5,133	0
29,261	20,000	1	2	2	25	0	0	0	0	0	0	13,429	14,502	15,564	16,600	17,025	17,381	1,300	1,300	1,300	700	630	650	0
29,262	10,000	1	2	2	23	-1	0	-1	-1	-1	0	4,812	3,072	2,529	390	9,478	8,170	1,196	2,535	390	9,478	0	953	1
29,263	10,000	1	3	2	24	0	0	0	0	0	0	2,736	4,050	5,426	6,743	8,544	9,858	3,000	2,000	2,000	2,000	2,000	1,000	0
29,264	80,000	1	3	2	23	-1	2	-1	-1	-1	-2	1,053	193	9,387	125	-68	-261	0	9,387	125	0	0	0	0
29,265	60,000	1	1	2	25	-1	0	0	0	0	0	1,193	49,461	51,024	32,215	31,088	33,581	48,967	2,530	1,525	1,200	3,000	1,400	0
29,266	180,000	1	2	1	26	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	396	0
29,267	300,000	1	2	2	27	-1	-1	-1	-1	0	-1	1,386	25,051	9,505	91,527	80,780	2,694	25,125	9,565	91,559	252	2,694	1,000	0
29,268	70,000	1	2	1	26	0	0	0	0	0	0	64,691	65,259	66,673	62,278	64,268	65,264	2,500	2,500	2,500	3,000	3,000	2,500	0
29,269	50,000	1	2	2	26	3	3	2	2	3	4	29,373	28,607	29,843	32,257	35,421	36,265	0	2,000	3,200	4,000	2,000	1,500	1
29,270	120,000	1	2	1	26	0	0	0	0	0	0	16,068	14,775	7,982	6,289	7,319	6,958	1,134	1,163	1,000	2,000	1,000	1,000	0
29,271	50,000	1	3	2	26	0	0	0	-2	-2	-2	50,419	40,200	0	0	0	0	1,000	0	0	0	0	0	1
29,272	170,000	1	2	1	27	-1	-1	-1	-1	0	-1	2,697	0	1,409	1,337	1,337	53,885	0	1,409	1,337	0	53,885	2,000	0
29,273	170,000	1	2	2	27	-1	-1	-1	-1	0	0	711	176	465	1,422	582	291	176	1,000	1,422	291	0	291	0
29,274	50,000	1	2	2	27	1	2	0	0	0	2	35,905	35,028	36,373	37,165	39,539	40,454	0	1,908	1,700	3,000	1,700	1,700	0
29,275	180,000	1	1	2	23	0	0	0	0	0	0	177,998	167,021	148,713	129,518	125,868	121,823	7,000	6,000	5,000	5,000	4,416	4,577	0
29,276	80,000	1	2	1	26	2	0	0	0	0	0	31,740	74,415	56,435	40,620	37,356	35,091	50,000	1,796	2,126	1,539	1,807	1,715	0
29,277	50,000	1	3	2	26	0	0	0	0	0	0	49,006	48,814	49,180	44,941	20,056	19,783	2,000	2,000	2,005	700	856	1,000	0
29,278	290,000	1	2	2	27	0	0	0	0	0	0	98,861	89,638	50,453	193,665	188,075	162,106	3,221	3,104	160,045	4,959	5,201	4,582	0
29,279	160,000	1	2	1	27	0	0	0	0	0	-2	112,022	85,788	67,093	30,166	0	0	4,342	4,017	2,190	3,990	0	0	1
29,280	160,000	1	1	2	27	-1	-1	-1	-1	-1	-1	316	316	2,968	19,656	4,056	7,496	316	2,968	19,666	4,056	7,496	4,836	0
29,281	390,000	1	1	2	27	0	0	0	0	0	0	59,917	73,806	75,614	77,358	86,007	88,601	15,000	3,000	3,000	10,000	4,000	4,000	0
29,282	10,000	1	3	2	25	1	2	2	2	0	0	9,737	9,947	9,802	8,450	4,060	0	1,352	1,000	0	1,000	900	0	1
29,283	80,000	2	1	3	25	0	-1	-1	-1	-1	-1	8,900	1,136	720	478	219	0	1,136	727	478	219	0	0	0
29,284	160,000	1	1	2	25	0	0	0	0	0	0	85,748	86,473	89,120	88,854	84,598	86,309	4,000	5,000	3,096	3,100	4,000	5,000	0
29,285	80,000	1	1	2	26	0	0	0	0	0	0	56,808	55,901	57,030	56,576	53,819	48,604	3,000	3,010	4,000	5,000	3,000	2,200	0
29,286	360,000	1	2	2	26	0	0	0	0	0	0	94,672	96,585	102,837	110,891	53,827	14,589	3,485	7,837	10,185	5,126	2,898	350	0
29,287	200,000	1	2	2	26	1	2	2	2	2	2	58,050	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
29,288	60,000	1	2	2	25	0	0	2	2	0	0	56,473	61,514	61,748	58,583	28,301	29,301	6,000	1,800	0	600	1,000	300	0
29,289	110,000	1	2	2	26	0	0	0	0	0	0	61,167	60,549	55,400	10,711	10,868	11,079	2,721	2,422	1,132	289	341	327	0
29,290	90,000	1	1	2	26	0	0	0	0	0	0	61,212	57,315	5,710	12,959	9,140	9,333	2,497	1,154	8,000	288	300	347	0
29,291	50,000	1	3	2	26	2	0	0	0	0	0	49,644	94,883	42,097	32,394	16,658	17,006	2,047	5,728	1,300	1,194	617	650	1
29,292	180,000	1	1	2	27	0	0	0	0	-1	0	212,751	205,797	206,670	31,546	141,189	138,880	40,000	37,000	3,270	194,989	5,753	5,000	0
29,293	30,000	1	2	2	25	2	3	2	2	0	0	21,403	20,766	21,637	22,473	23,312	23,419	0	1,500	1,500	1,500	1,500	1,500	1
29,294	50,000	1	1	2	25	-1	-1	-1	-1	-1	-1	9,716	25,045	15,180	6,964	7,604	2,173	25,045	15,522	6,964	7,604	2,173	6,586	1
29,295	50,000	1	2	2	24	0	0	0	0	0	0	19,267	23,553	21,507	17,827	7,655	7,881	5,000	1,700	2,000	500	500	500	0
29,296	120,000	1	2	2	26	2	2	2	2	0	0	109,110	105,891	113,662	110,349	112,036	114,584	0	11,000	0	5,000	4,332	9,404	0
29,297	60,000	1	1	2	25	0	0	0	0	0	0	58,479	58,839	53,235	38,533	39,639	39,619	3,000	2,018	1,900	2,000	1,500	1,900	0
29,298	70,000	1	2	2	25	0	-1	-1	-1	-2	-2	34,700	21,597	3,340	0	0	0	21,597	3,340	0	0	0	8,535	0
29,299	50,000	1	2	2	25	0	0	0	0	0	2	29,425	30,932	32,128	33,588	38,106	37,364	2,000	2,000	2,000	5,100	0	4,000	0
29,300	240,000	1	2	2	26	0	0	0	0	0	0	24,779	28,630	29,095	28,883	28,372	24,033	5,000	1,700	1,500	755	3,000	120,000	0