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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
21,701	240,000	2	3	2	25	0	-1	-1	-1	-1	-1	198,768	2,986	191,142	98,080	19,380	100,000	2,986	191,142	98,080	79,380	100,000	50,254	0
21,702	70,000	2	2	2	25	2	0	0	0	2	2	19,112	20,115	20,837	22,986	22,319	23,952	1,629	1,351	2,500	0	2,000	0	1
21,703	50,000	2	2	2	26	2	0	0	0	0	0	47,510	32,952	22,289	22,752	9,325	9,270	1,744	1,537	1,000	187	185	0	0
21,704	70,000	2	1	2	23	0	0	0	0	0	0	45,707	40,238	36,620	32,163	29,620	23,384	1,931	1,626	1,760	841	1,000	1,000	0
21,705	170,000	2	5	2	24	-2	-2	-1	-1	0	0	85,663	-37	1,740	97,961	66,257	12,106	0	1,777	114,593	5,823	439	497	0
21,706	110,000	2	3	2	26	1	3	2	0	0	0	117,274	116,911	112,706	108,302	46,774	48,300	3,000	0	4,400	2,000	3,000	4,000	0
21,707	100,000	2	1	1	26	0	0	0	0	0	0	98,530	95,849	97,235	93,531	43,975	45,512	4,301	4,615	2,729	1,275	47,052	1,680	0
21,708	10,000	2	1	2	23	3	2	2	0	0	0	7,067	8,092	7,820	8,824	8,996	9,182	1,291	0	1,295	467	479	480	1
21,709	230,000	2	2	2	23	1	3	2	2	2	2	5,263	5,021	3,579	31,053	30,334	38,203	3	8	30,334	0	8,507	14	0
21,710	230,000	2	2	2	23	-1	-1	-1	-1	-1	0	5,049	1,444	14,019	1,045	12,525	12,219	1,444	14,019	1,045	12,525	244	725	0
21,711	60,000	2	2	1	23	0	0	0	-1	-1	-1	43,714	47,653	51,400	399	500	10,400	5,000	5,000	399	500	10,400	0	0
21,712	50,000	2	3	2	23	0	0	0	0	0	2	17,976	18,254	16,428	16,986	18,579	17,317	1,564	1,589	2,000	3,000	0	3,000	0
21,713	110,000	2	1	2	23	0	0	0	0	0	0	50,346	54,489	58,602	62,001	65,334	69,097	5,000	5,000	5,000	5,000	5,000	2,707	0
21,714	180,000	2	3	2	42	0	0	0	0	0	0	102,826	102,646	82,849	78,064	73,437	108,072	5,011	5,006	5,000	5,005	42,500	3,000	0
21,715	80,000	2	2	2	24	-1	-1	0	-1	-1	-1	390	2,463	3,409	12,091	3,371	3,558	2,463	1,789	12,091	3,371	4,682	500	0
21,716	30,000	2	2	2	24	1	2	2	2	2	2	25,193	24,490	27,474	27,926	27,189	28,604	0	3,400	1,200	0	2,500	1,000	1
21,717	50,000	2	3	2	24	1	2	0	0	0	0	50,162	48,982	43,579	43,825	28,396	27,437	0	2,207	2,300	1,006	1,000	1,100	0
21,718	190,000	2	1	2	26	1	-1	0	0	0	0	0	2,236	5,265	5,034	1,091	0	2,236	3,265	3,060	22	0	0	0
21,719	120,000	2	2	2	26	0	0	0	0	0	2	87,151	88,304	89,657	41,720	29,022	28,422	3,500	3,103	1,800	2,381	0	1,100	0
21,720	30,000	2	2	1	21	0	0	0	0	0	0	28,404	29,009	29,831	29,992	21,754	18,519	1,467	1,679	1,230	827	1,000	1,000	0
21,721	20,000	2	2	2	21	0	0	0	0	0	0	19,382	20,040	17,850	13,560	11,748	10,632	1,318	1,499	1,099	333	2,000	2,000	0
21,722	60,000	2	1	2	22	0	0	0	0	0	0	57,484	59,521	59,674	56,018	36,350	18,203	3,000	3,000	1,500	790	1,000	1,000	0
21,723	20,000	2	1	2	22	0	0	0	0	0	0	16,936	18,139	18,024	18,500	18,067	17,640	2,684	2,000	1,600	361	353	360	0
21,724	50,000	2	2	2	23	0	0	0	0	-1	0	97,259	50,017	48,560	46,978	19,640	18,937	3,608	2,110	2,558	19,640	683	699	1
21,725	30,000	2	3	2	26	2	3	2	0	0	0	26,412	25,700	24,989	25,068	26,145	27,219	0	0	1,500	1,500	1,500	1,050	0
21,726	150,000	2	2	2	27	0	0	0	0	0	0	58,751	60,163	62,142	57,777	51,110	52,284	3,000	3,000	2,010	2,000	2,000	2,000	0
21,727	50,000	2	1	2	22	2	2	0	0	0	0	50,345	49,245	50,061	37,766	29,433	27,537	0	1,728	1,730	1,015	1,000	1,001	1
21,728	210,000	2	2	2	26	0	0	0	0	0	0	177,492	179,951	171,135	166,199	144,060	132,326	10,000	10,000	10,000	10,000	10,000	10,000	0
21,729	130,000	2	3	1	25	0	0	0	0	0	-1	24,885	26,196	25,476	22,394	17,907	1,739	1,740	2,000	1,209	1,120	1,739	35	0
21,730	50,000	2	2	1	26	1	-2	-2	-2	-2	-2	0	-69,777	0	0	0	0	0	70,000	0	0	0	0	0
21,731	200,000	2	1	2	26	-1	0	0	0	0	0	32,938	25,985	19,496	16,104	28,666	18,215	3,000	1,241	5,000	16,831	1,000	1,000	0
21,732	180,000	2	1	1	26	-1	-1	-1	-1	-1	-1	4,745	5,865	6,059	5,537	17,366	16,971	5,865	6,091	5,537	17,366	16,971	2,785	0
21,733	190,000	2	1	2	26	0	0	0	0	0	0	174,519	179,122	182,680	154,753	90,540	92,248	9,000	8,382	10,221	10,000	3,000	10,490	1
21,734	160,000	2	3	2	24	0	0	0	0	0	0	133,268	133,059	135,452	136,804	116,042	118,202	4,753	5,142	4,450	4,178	5,000	5,000	0
21,735	130,000	2	1	2	23	-1	-1	-1	-1	-1	0	4,459	13,453	3,656	5,008	13,734	14,976	13,485	3,656	5,024	13,734	3,000	822	0
21,736	50,000	2	1	2	23	-2	-2	-2	-2	-2	-2	307	0	0	0	0	0	0	0	0	0	0	0	0
21,737	30,000	2	3	1	21	0	0	0	0	2	0	28,884	25,277	25,289	25,971	25,350	5,082	2,091	1,600	1,600	301	102	40	0
21,738	20,000	2	1	2	23	-1	0	0	0	0	0	4,456	7,339	9,662	9,708	4,779	6,968	3,000	4,029	5,514	3,000	3,000	8,000	0
21,739	110,000	2	2	2	23	0	0	0	0	0	0	37,129	32,761	26,428	23,043	20,338	7,680	1,800	1,554	1,212	0	0	74,458	0
21,740	50,000	2	3	2	24	2	0	0	0	0	0	57,396	58,941	60,630	53,662	20,229	19,044	2,500	3,000	5,064	1,000	840	1,000	1
21,741	50,000	2	1	2	24	2	2	2	2	0	0	45,049	43,379	46,097	44,187	43,165	37,967	0	3,628	8	1,500	1,490	1,303	1
21,742	80,000	2	2	2	23	0	0	-1	0	0	0	80,715	82,687	80,613	80,671	72,785	74,313	5,000	81,000	2,776	2,600	2,696	2,812	0
21,743	20,000	2	2	1	24	0	0	2	0	0	2	16,505	18,817	18,227	19,632	20,298	20,337	2,905	0	1,720	1,754	893	0	1
21,744	20,000	2	2	1	24	0	0	0	-1	-1	-1	16,393	8,118	5,463	1,379	2,668	390	1,688	1,463	1,379	2,668	390	390	0
21,745	150,000	2	1	2	23	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,746	50,000	2	1	2	23	0	0	0	0	0	0	45,345	46,403	38,343	32,214	17,292	7,501	2,010	2,046	1,866	310	300	483	0
21,747	20,000	2	1	2	24	0	0	2	-1	-1	0	5,275	5,487	2,778	6,572	5,016	2,508	2,778	0	6,572	5,016	0	0	0
21,748	130,000	2	1	1	23	1	2	-1	-1	-1	-1	126,885	62,717	29,615	22,110	15,352	10,452	239	29,615	22,135	15,352	10,452	4,623	0
21,749	130,000	2	2	2	25	-1	-1	-1	-1	-1	-1	3,639	396	396	396	396	396	396	396	396	396	396	396	0
21,750	60,000	2	2	2	24	0	0	0	0	0	0	52,676	41,956	29,626	29,804	28,045	28,629	1,778	1,794	1,772	1,200	1,186	1,513	0
21,751	110,000	2	2	2	24	0	0	-1	-1	-1	-1	6,071	0	3,308	2,527	1,076	1,164	0	3,308	2,527	1,079	1,167	1,974	0
21,752	80,000	2	2	2	22	1	2	2	-2	-2	-2	7,369	7,000	0	0	0	0	0	0	0	0	0	0	0
21,753	50,000	2	1	2	24	0	0	0	0	0	0	40,246	41,679	41,688	32,806	18,609	19,793	2,128	3,000	6,000	1,000	1,500	705	0
21,754	80,000	2	2	2	24	0	0	0	0	0	0	75,125	77,353	78,321	73,731	39,643	39,457	3,503	5,001	2,092	1,218	1,445	878	0
21,755	150,000	2	1	2	24	-2	-2	-2	-2	-2	-2	4,244	9,830	7,588	13,896	528	0	9,830	7,588	13,907	528	0	6,093	0
21,756	50,000	2	1	2	24	1	2	2	0	0	2	50,789	52,158	51,051	50,959	51,121	49,344	2,500	0	2,100	3,500	0	2,000	0
21,757	270,000	2	2	1	25	0	0	0	0	0	0	184,560	178,592	170,225	156,719	151,716	153,519	6,061	6,081	5,072	5,009	5,254	4,069	0
21,758	180,000	2	1	2	23	0	0	0	0	0	0	6,825	4,094	4,268	5,423	6,423	7,404	2,015	3,000	3,000	1,000	1,814	3,000	0
21,759	80,000	2	1	2	24	-2	-2	-2	-2	-2	-2	0	698	4,949	967	5,762	0	698	4,949	967	5,775	0	0	0
21,760	50,000	2	2	2	24	0	0	0	0	0	0	48,393	49,405	50,934	7,728	8,390	48,679	1,814	2,343	1,137	799	41,933	1,943	1
21,761	210,000	2	2	2	24	-1	-1	-1	-1	-1	-2	1,077	7,882	816	300	0	0	7,960	816	300	0	0	0	1
21,762	90,000	2	2	2	24	0	0	0	0	0	2	12,750	15,359	16,404	17,424	18,925	18,483	3,155	1,600	1,600	2,100	0	1,500	0
21,763	130,000	2	1	2	24	0	-1	-1	2	0	0	9,920	5,500	670	670	670	670	5,555	670	0	0	0	0	0
21,764	60,000	2	2	2	24	-2	-2	-2	-2	-2	-2	5,648	12,270	0	0	479	27,485	12,270	0	0	479	27,485	0	0
21,765	320,000	2	1	2	24	0	0	0	0	0	0	64,232	67,516	70,774	70,089	71,994	57,805	4,000	4,002	3,000	15,000	5,000	5,000	0
21,766	130,000	2	1	2	25	1	-1	-1	-1	-1	-1	0	2,178	604	700	0	1,440	2,178	604	700	0	1,440	412	0
21,767	180,000	2	2	2	25	0	0	0	0	0	0	109,030	177,633	139,415	136,942	114,632	117,808	78,266	5,203	30,023	10,024	10,000	4,458	0
21,768	100,000	2	3	2	25	0	0	0	0	0	0	97,997	97,018	94,247	62,919	10,492	4,809	4,000	4,046	4,752	4,000	4,500	3,000	0
21,769	80,000	2	2	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,770	90,000	2	4	2	25	-1	-1	-1	-1	-2	-2	1,407	4,989	998	0	0	0	5,000	998	0	0	0	0	1
21,771	310,000	2	1	2	25	0	0	0	0	0	0	140,483	141,796	145,125	148,388	152,132	155,887	4,000	4,500	4,500	5,000	5,000	5,000	0
21,772	360,000	2	2	2	25	2	2	-2	-2	-2	-2	1,614	-40	-40	-40	-40	1,153	40	0	0	0	1,193	17	0
21,773	180,000	2	1	2	26	0	0	0	0	0	0	60,258	51,699	48,469	49,553	49,772	50,829	2,130	2,200	2,200	2,000	2,000	2,100	0
21,774	40,000	2	1	2	24	-2	-2	-2	-2	-2	-2	5,247	7,196	6,597	5,552	4,081	3,232	7,196	6,597	5,552	4,081	3,232	8,390	0
21,775	20,000	2	1	2	24	2	-1	2	0	0	0	1,015	19,214	15,703	9,914	8,200	11,876	19,214	0	1,000	0	5,000	5,400	1
21,776	90,000	2	2	1	24	0	0	0	0	0	2	86,422	89,710	70,681	73,595	90,755	53,692	5,000	3,300	22,837	3,300	0	1,650	0
21,777	210,000	2	2	2	25	-1	-1	-1	0	0	0	2,785	461	6,472	83,589	73,689	64,854	461	13,966	80,000	2,326	2,272	3,661	0
21,778	180,000	2	2	2	25	0	0	0	-2	-1	0	11,393	2,963	0	0	351	1,351	2,000	0	0	351	1,000	0	0
21,779	220,000	2	2	2	25	0	0	0	0	0	2	47,588	47,721	31,027	31,807	33,966	33,288	1,479	1,820	1,600	2,688	0	1,500	1
21,780	150,000	2	1	2	25	0	0	0	0	0	0	151,160	152,127	154,652	157,819	155,982	154,158	5,526	5,877	5,804	5,763	5,669	5,596	0
21,781	50,000	2	2	2	25	0	0	0	0	-2	-2	18,734	19,340	10,000	0	0	0	1,340	1,000	0	0	0	0	0
21,782	20,000	2	1	2	25	1	-1	-1	-2	-1	0	2,521	17,360	0	200	17,976	17,980	17,388	0	200	17,976	4	2,170	1
21,783	130,000	2	1	2	25	0	0	0	0	0	0	55,368	58,035	47,313	44,568	48,560	51,529	5,000	5,000	5,000	5,000	5,000	5,000	0
21,784	200,000	2	1	2	25	0	-1	-1	-1	-2	-2	136,435	105	99,230	92,388	18,758	0	105	99,230	10,038	18,758	0	0	0
21,785	320,000	2	3	2	25	0	0	0	0	0	0	66,497	68,327	68,759	69,746	70,040	71,076	3,084	3,007	3,031	2,367	2,450	2,432	0
21,786	90,000	2	2	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,787	160,000	2	2	1	25	-1	-1	-1	-1	0	0	8,030	8,030	8,030	19,069	15,359	10,846	8,030	8,030	19,069	5,359	377	5,877	1
21,788	210,000	2	1	1	26	1	2	-1	-1	-1	2	5,589	2,687	3,746	5,000	5,618	3,618	14	4,062	5,005	5,618	0	1,354	0
21,789	360,000	2	1	2	26	-2	-2	-2	-2	-2	-2	2,741	-59	-59	11,868	-2	450	0	0	11,927	0	452	3,818	0
21,790	220,000	2	2	2	26	2	2	2	2	0	0	80,055	82,646	81,229	80,175	79,563	82,371	4,500	450	2,000	300	3,310	16	1
21,791	200,000	2	1	2	25	1	-2	-2	-2	-2	-1	2,396	1,823	1,630	2,203	1,443	1,823	1,823	1,630	2,203	1,443	1,823	1,027	0
21,792	60,000	2	4	2	27	0	0	0	0	0	0	170,536	175,143	180,162	190,202	209,923	55,491	5,143	5,162	10,202	19,923	1,591	5,500	0
21,793	30,000	2	2	2	24	0	0	0	0	0	0	27,690	28,543	8,536	9,497	29,046	29,873	1,578	1,239	1,200	25,000	1,200	0	0
21,794	50,000	2	3	1	24	0	0	0	0	0	0	48,789	49,755	49,551	49,800	20,000	0	1,775	2,221	1,470	400	0	0	0
21,795	90,000	2	1	2	25	0	0	0	0	0	0	14,550	15,205	15,523	15,850	15,849	17,309	2,000	2,000	5,000	2,000	2,000	5,000	0
21,796	110,000	2	2	2	25	0	0	0	0	0	0	38,152	39,214	39,981	41,312	42,028	42,899	2,000	1,700	2,000	1,700	1,700	2,300	0
21,797	140,000	2	2	2	25	0	0	0	0	0	0	133,714	137,585	131,666	114,989	81,475	82,812	6,560	6,200	4,246	5,000	3,000	3,000	0
21,798	200,000	2	2	2	25	-1	-1	-1	-1	-1	-1	2,298	1,490	1,669	142	1,100	6,861	1,490	1,669	144	1,100	6,861	1,110	0
21,799	30,000	2	2	2	25	0	0	0	0	0	0	26,815	27,990	29,224	26,692	18,466	29,824	2,000	2,000	1,527	1,600	1,000	1,000	0
21,800	50,000	2	1	2	25	-1	-1	-1	-1	-1	-1	3,195	3,548	23,231	2,881	3,048	2,739	3,557	23,501	2,889	3,057	2,746	47,651	0

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