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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
26,101	260,000	2	2	1	37	0	0	0	0	0	0	182,249	181,433	180,660	179,052	177,072	175,285	6,107	6,501	6,005	5,805	5,909	6,106	0
26,102	30,000	2	3	1	47	2	0	0	0	0	0	27,380	27,384	28,944	29,850	29,523	28,925	1,440	2,000	1,741	1,164	1,027	1,500	0
26,103	230,000	2	2	2	36	-2	-2	-2	-2	-2	-2	140	358	285	219	415	142	358	285	219	416	142	3,000	0
26,104	220,000	2	3	2	39	0	0	0	0	0	0	209,596	160,515	141,917	144,811	147,685	150,780	6,888	5,155	5,258	5,284	5,473	5,505	0
26,105	140,000	2	1	2	27	-1	-1	-1	0	-1	-1	2,116	11,028	9,778	6,417	1,831	7,126	11,033	9,803	1,004	1,831	7,126	2,121	0
26,106	80,000	2	2	1	38	0	0	0	0	0	0	43,170	44,151	45,505	43,485	44,830	43,229	2,000	2,100	2,000	2,000	2,000	2,000	0
26,107	450,000	2	1	1	49	1	-1	-1	-1	-1	0	0	557	0	2,481	13,716	19,584	557	0	2,481	13,716	7,100	812	0
26,108	160,000	2	2	1	45	0	0	0	0	0	0	106,643	89,397	90,348	8,274	75,286	76,618	3,700	6,353	1,200	70,000	3,000	3,300	0
26,109	100,000	2	1	1	27	1	2	0	0	0	0	77,346	75,513	77,147	78,200	78,393	72,214	0	3,451	3,000	2,841	2,620	2,500	1
26,110	250,000	2	2	1	39	-1	-1	-1	-1	-1	-1	9,690	0	1,222	7,337	0	2,752	0	1,222	7,409	0	2,752	1,549	0
26,111	80,000	2	2	1	38	-2	-2	-2	-2	-2	-1	0	0	0	0	0	390	0	0	0	0	390	0	0
26,112	180,000	2	1	2	35	-2	-2	-2	-2	-2	-2	7,210	370	8,479	792	3,826	1,997	370	8,875	792	3,826	1,997	396	0
26,113	720,000	2	2	2	38	1	-2	-2	-2	-2	-2	5,065	2,184	1,744	7,323	711	970	2,184	1,744	7,323	711	970	491	0
26,114	180,000	2	2	1	27	0	0	0	0	0	0	3,063	4,083	4,634	3,652	1,973	689	1,084	1,084	1,005	46	16	0	0
26,115	230,000	2	1	1	32	-2	-2	-2	-2	-2	-2	2,774	0	0	0	0	5,347	0	0	0	0	5,347	0	0
26,116	200,000	2	2	2	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,117	80,000	2	2	1	36	0	0	0	0	0	0	77,998	77,452	74,773	76,908	77,068	78,434	3,700	3,500	4,000	3,200	4,000	2,700	0
26,118	100,000	2	2	1	30	-1	0	0	0	-1	-1	100,037	101,163	102,712	99,925	836	79,013	3,607	4,001	2,449	2,836	79,263	2,442	0
26,119	200,000	2	1	2	30	0	0	0	0	0	0	38,540	38,898	39,669	40,167	37,162	36,557	1,928	1,699	1,557	1,279	962	2,178	0
26,120	200,000	2	3	1	32	0	0	0	0	0	0	132,436	133,530	137,837	140,609	141,896	151,082	4,780	6,459	6,550	5,106	11,500	0	1
26,121	50,000	2	2	1	30	0	0	0	0	0	-1	42,326	19,067	7,690	8,322	5,522	1,522	1,500	1,500	1,000	200	2,000	50,000	0
26,122	380,000	2	1	1	36	-2	-1	-1	-1	-1	2	3,744	20,334	8,499	53,235	101,439	34,579	20,498	8,549	53,471	101,785	117	32,347	1
26,123	250,000	2	2	1	41	0	0	0	0	0	0	214,301	211,762	214,629	204,093	150,752	150,863	8,972	9,700	8,960	5,630	5,777	5,459	0
26,124	220,000	2	2	2	47	-2	-2	-2	-1	-1	-1	1,526	1,122	-11	12,597	44,375	0	1,122	0	12,608	44,375	0	0	0
26,125	70,000	2	2	2	33	0	0	0	0	2	0	62,209	64,072	64,802	66,647	50,690	50,806	2,900	2,379	4,466	2	1,836	1,846	0
26,126	10,000	2	2	1	40	0	0	-1	0	0	0	9,135	0	1,912	3,071	4,012	9,882	0	1,912	1,200	1,000	1,000	1,000	0
26,127	60,000	2	2	2	35	0	0	-1	-1	0	0	21,770	11,506	1,024	16,453	4,131	4,006	1,400	1,024	16,469	131	322	40,000	0
26,128	200,000	2	3	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,129	200,000	2	2	1	30	0	0	0	-2	-2	-2	25,874	16,298	0	0	0	0	1,048	0	0	0	0	0	0
26,130	300,000	2	1	2	48	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,131	260,000	2	3	2	36	0	0	0	0	0	0	146,033	108,405	108,396	110,249	112,119	114,136	4,160	4,000	3,984	4,001	4,128	4,200	0
26,132	130,000	2	3	1	44	-1	-1	-1	-1	-1	-1	994	3,693	1,098	2,912	2,910	4,122	3,693	1,098	2,912	2,910	4,122	1,887	0
26,133	30,000	2	2	1	29	2	2	2	0	0	0	26,844	26,414	27,189	28,235	28,669	29,355	300	1,500	1,800	1,200	1,300	1,200	0
26,134	170,000	2	1	1	30	0	0	2	2	0	0	165,637	173,637	173,490	165,645	165,605	163,432	15,600	7,666	0	7,792	6,248	5,910	1
26,135	210,000	2	2	1	29	-2	-2	-2	-2	-2	-2	3,814	-6	6,456	0	2,746	11,613	0	6,462	0	2,746	11,613	11,753	0
26,136	50,000	2	3	2	44	0	0	0	0	0	0	43,828	40,684	37,338	31,278	31,811	28,656	1,947	1,829	1,644	4,405	1,104	2,504	0
26,137	600,000	2	1	2	36	-2	-2	-2	-2	-2	-2	53,838	528	1,191	11,390	8,680	38,018	530	3,000	11,500	8,680	38,020	56,700	0
26,138	180,000	2	3	1	37	0	0	0	0	0	0	165,369	125,084	119,946	114,977	88,757	84,936	4,402	4,971	4,750	2,997	3,133	3,180	0
26,139	100,000	2	1	2	29	2	2	2	2	2	2	57,214	58,666	58,643	58,589	62,586	64,519	3,000	1,500	1,500	5,600	3,100	2,000	1
26,140	210,000	2	1	1	46	-2	-2	-2	-2	-2	-2	4,065	0	4,160	2,540	1,055	0	0	4,160	2,540	1,055	0	408	0
26,141	150,000	2	2	1	37	-1	-1	-1	-1	-1	-1	2,897	2,486	-4	1,494	-6	8,047	2,489	0	1,498	0	8,053	0	0
26,142	360,000	2	3	2	30	-1	0	0	-1	0	0	11,816	19,726	26,374	9,781	8,719	18,076	10,000	13,021	9,781	0	10,000	8,752	0
26,143	330,000	2	1	1	32	0	0	0	0	0	0	155,927	141,523	134,480	126,316	125,396	128,081	5,388	5,079	4,876	4,400	4,600	5,000	0
26,144	300,000	2	2	2	43	1	-2	-2	-1	-1	-1	499	0	0	507	0	629	0	0	507	0	629	0	0
26,145	250,000	2	1	2	42	-1	-1	0	0	0	0	30,471	39,968	98,808	78,366	10,668	390	39,968	89,000	10,668	0	0	540	0
26,146	230,000	2	2	1	48	0	0	0	0	0	0	344,458	320,215	298,031	272,103	205,797	179,247	11,000	12,500	11,000	7,000	36,700	6,650	0
26,147	20,000	2	3	2	47	1	2	-1	-1	-1	-1	3,133	1,473	390	390	390	0	0	390	390	390	0	780	0
26,148	210,000	2	1	1	35	-2	-2	-2	-2	-2	-2	2,020	4,055	0	0	0	0	4,055	0	0	0	0	150	0
26,149	80,000	2	2	2	36	2	2	2	0	0	0	82,177	89,893	80,774	80,082	78,545	76,742	10,096	0	3,800	3,125	2,783	3,000	1
26,150	250,000	2	1	2	39	-1	-1	-1	2	2	2	12,368	1,742	40,292	39,600	21,304	1,185	1,742	39,600	7	1,185	0	54,416	0
26,151	50,000	2	2	1	34	3	3	2	2	2	2	47,904	48,240	48,602	46,289	44,837	44,535	2,000	2,001	499	2,000	2,000	1,500	1
26,152	200,000	2	5	1	42	0	0	0	0	0	0	149,351	108,152	87,537	67,974	35,003	35,736	3,925	3,683	2,947	1,253	1,297	1,305	0
26,153	290,000	2	3	2	35	0	0	0	0	0	0	159,165	167,485	167,930	171,146	174,889	179,149	11,000	5,600	5,500	5,500	6,000	5,500	0
26,154	310,000	2	3	1	43	0	0	0	0	0	0	6,974	7,294	7,114	5,642	5,881	5,611	1,137	1,247	1,065	1,000	500	500	0
26,155	270,000	2	1	2	28	1	2	0	0	0	0	118,198	86,065	77,359	63,243	51,636	31,407	0	10,004	10,000	10,000	10,000	5,000	0
26,156	200,000	2	1	2	33	-2	-2	-2	-2	-2	-2	285	0	0	0	292	77	0	0	0	292	77	0	0
26,157	290,000	2	2	1	32	0	0	0	0	0	0	169,108	170,419	142,264	101,952	103,174	105,464	7,118	5,800	3,792	4,010	4,276	3,655	0
26,158	220,000	2	2	2	29	0	0	0	0	0	0	131,598	132,727	135,509	139,774	141,099	155,763	4,800	4,920	6,520	5,120	17,001	0	0
26,159	500,000	2	1	1	35	-1	-1	-1	-1	-1	-1	3,290	10,881	2,517	2,957	889	40,855	11,000	2,517	2,957	1,000	41,000	170	1
26,160	370,000	2	3	2	31	-1	-1	-1	2	-1	-1	2,804	1,674	39,811	35,194	3,728	2,241	1,674	42,921	0	3,728	2,300	43,183	0
26,161	100,000	2	2	1	44	1	-2	-2	-2	-1	2	-1,651	-5,469	-7,292	-10,938	5,887	3,882	0	0	0	16,825	0	1,823	0
26,162	210,000	2	1	1	44	0	0	0	0	0	0	112,817	113,349	113,725	113,779	114,594	103,205	5,000	6,000	5,000	4,000	4,000	3,500	0
26,163	310,000	2	3	2	38	-2	-2	-2	-1	0	0	-41	8,198	342	41,726	15,051	8,663	8,239	344	41,884	5,025	40	3	0
26,164	200,000	2	2	1	27	0	0	0	0	0	0	157,222	160,320	162,140	165,431	168,726	172,430	7,200	5,888	5,990	6,031	6,415	6,301	0
26,165	110,000	2	1	2	28	0	0	2	2	-2	-2	101,138	69,449	34,983	-18	-18	-18	3,400	0	0	0	0	0	1
26,166	130,000	2	2	1	30	0	0	0	0	0	0	38,967	40,320	41,324	25,629	26,961	28,360	2,000	1,700	2,000	2,000	1,500	2,000	0
26,167	130,000	2	1	2	34	0	0	0	0	0	0	66,803	27,910	24,976	27,648	29,962	27,422	3,000	3,000	3,000	3,000	5,000	3,000	0
26,168	80,000	2	2	1	35	3	2	0	0	0	0	78,317	71,421	59,564	56,592	52,766	48,208	9	2,203	3,006	3,005	2,005	2,000	1
26,169	30,000	2	1	1	47	0	0	0	2	2	2	24,895	26,476	28,047	29,767	30,498	29,890	2,000	2,000	2,500	1,500	0	1,200	1
26,170	50,000	2	1	1	39	1	-1	-1	-1	-1	-2	0	13,030	0	4,402	0	0	13,030	0	4,402	0	0	0	0
26,171	160,000	2	2	1	30	2	2	0	0	0	0	164,082	157,663	159,094	132,809	100,693	97,181	17	7,342	3,675	2,910	3,904	2,900	1
26,172	80,000	2	2	1	45	0	0	0	0	0	0	67,142	68,052	68,690	70,042	70,626	71,700	2,420	2,511	2,512	2,510	2,590	2,711	0
26,173	100,000	2	2	2	37	-1	-1	-1	-1	-2	-2	390	0	780	0	0	0	0	780	0	0	0	0	0
26,174	10,000	2	2	2	46	2	0	0	2	2	3	1,526	2,496	4,245	4,525	5,450	5,073	1,000	1,800	500	1,000	0	0	1
26,175	90,000	2	2	1	30	-1	-1	-1	-1	0	0	414	414	414	6,936	7,272	7,595	414	414	6,936	1,000	1,000	1,000	0
26,176	360,000	2	2	1	38	0	0	0	0	0	0	41,922	42,916	43,956	44,972	45,866	49,327	1,692	1,732	1,748	1,642	4,200	1,709	0
26,177	670,000	2	1	1	43	0	0	0	0	0	0	55,893	59,131	61,900	58,225	61,329	49,369	10,075	10,063	10,060	10,028	10,042	10,055	0
26,178	150,000	2	3	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,179	150,000	2	1	2	28	0	0	0	0	0	0	12,799	13,726	14,648	12,115	12,613	15,225	1,600	1,500	1,600	1,000	3,000	2,200	0
26,180	230,000	2	1	1	35	0	0	-2	-2	-2	-2	22,909	0	0	0	0	0	0	0	0	0	0	0	0
26,181	230,000	2	2	1	30	-1	-1	-1	-1	0	-1	6,294	1,935	-74	926	426	926	1,945	0	1,500	0	1,000	0	0
26,182	120,000	2	2	2	33	0	0	0	0	0	0	135,770	136,901	115,299	117,498	89,417	91,370	5,000	5,000	4,620	3,200	3,300	5,000	0
26,183	170,000	2	1	1	33	-1	-1	-1	-1	0	0	1,554	360	1,562	844	484	0	360	1,562	844	0	0	720	0
26,184	200,000	2	2	1	35	1	-1	-1	2	0	0	59,466	2,970	1,085	769	453	137	7,970	1,100	0	0	0	0	0
26,185	450,000	2	2	1	38	-2	-2	-2	-2	-2	-2	390	390	390	390	390	390	390	780	390	390	390	390	1
26,186	200,000	2	1	2	32	-1	-1	-1	-1	0	-1	4,640	17,950	13,056	2,500	500	500	18,116	13,113	2,522	0	500	500	0
26,187	310,000	2	2	1	33	0	0	0	0	0	0	73,095	72,437	71,851	71,120	70,463	69,876	2,573	2,594	2,483	2,458	2,516	2,461	0
26,188	50,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	2,070	0	0	0	0	2,070	0	0	0	0	0	0
26,189	140,000	2	2	1	36	-1	-1	-1	2	-1	2	430	303	8,934	580	9,071	6,317	303	9,061	0	9,071	0	656	1
26,190	250,000	2	1	2	37	-1	-1	-1	-1	-1	-1	1,291	1,391	3,498	8,963	0	14,660	1,391	3,498	8,963	0	14,660	62,832	0
26,191	310,000	2	1	2	31	0	0	0	0	0	0	175,357	168,933	163,384	164,700	142,767	125,972	6,006	7,006	10,000	9,000	5,000	4,500	0
26,192	80,000	2	1	2	31	0	0	0	0	0	0	68,613	69,744	70,313	71,636	52,471	53,316	2,600	3,000	3,000	2,000	2,000	2,454	0
26,193	200,000	2	2	1	29	-2	-2	-2	-2	-2	-2	8,350	14,139	3,580	6,386	868	10,415	14,185	7,425	6,386	868	10,647	4,320	1
26,194	90,000	2	3	1	47	0	0	0	0	0	0	84,195	86,795	88,884	82,163	22,601	22,029	4,001	4,400	3,566	7,694	1,000	1,000	0
26,195	160,000	2	3	1	45	-2	-2	-2	-2	-2	-2	2,869	2,357	5,608	1,851	2,801	3,268	2,361	5,608	1,851	2,801	3,268	2,096	0
26,196	180,000	2	1	2	27	1	-1	-1	-1	-1	-2	0	1,530	0	1,610	0	0	1,530	0	1,610	0	0	0	0
26,197	310,000	2	2	1	33	0	0	0	0	0	0	86,513	82,406	81,964	74,927	71,636	66,409	4,000	3,505	3,500	2,000	2,200	3,000	0
26,198	280,000	2	4	2	29	0	0	0	0	-2	-2	4,567	5,724	7,184	0	0	0	2,500	3,000	0	0	0	0	0
26,199	90,000	2	2	2	43	0	0	2	0	0	0	17,503	20,898	20,263	20,145	24,845	23,745	4,000	0	3,000	8,000	5,000	5,000	0
26,200	210,000	2	2	2	39	0	0	0	0	0	0	193,976	196,361	200,590	204,494	208,990	214,031	7,100	7,400	7,300	7,700	8,600	5,816	0

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