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scikit-learn
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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
21,601	50,000	2	2	2	23	0	0	-2	-2	-2	-2	43,634	0	0	0	0	0	0	0	0	0	0	0	1
21,602	50,000	2	3	2	23	2	2	0	0	0	2	7,285	7,022	7,887	8,898	9,565	9,267	0	1,138	1,149	816	0	1,710	1
21,603	90,000	2	2	2	23	0	0	0	0	0	0	90,508	89,618	75,342	71,668	49,358	50,296	3,432	3,615	3,511	2,500	2,000	1,850	1
21,604	70,000	2	1	2	23	-2	-2	-1	0	0	0	-22	-11	5,173	6,345	7,083	8,961	0	69,900	1,262	1,000	2,000	1,000	0
21,605	110,000	2	2	2	25	0	0	0	0	0	0	80,374	81,652	47,291	43,857	45,684	40,994	3,000	3,000	2,173	3,000	3,500	1,538	0
21,606	80,000	2	2	2	25	0	0	0	0	0	0	81,477	81,058	80,510	81,565	81,232	81,422	3,100	2,931	3,600	2,908	3,117	3,071	0
21,607	50,000	2	3	2	23	0	0	0	0	0	0	49,971	51,132	50,608	37,700	11,325	9,814	2,303	2,252	2,498	372	500	365	0
21,608	130,000	2	2	2	23	-1	0	-1	-1	-1	-1	13,429	2,984	9,811	5,136	19,040	2,940	1,000	10,363	5,177	19,040	2,940	1,332	0
21,609	130,000	2	1	2	24	-1	-1	-1	-2	-2	-1	7,353	3,700	0	0	0	297	3,727	0	0	0	297	0	0
21,610	60,000	2	2	2	24	0	0	0	0	0	0	28,277	27,295	27,403	23,837	23,078	22,618	1,450	1,724	1,600	1,000	1,000	2,500	1
21,611	140,000	2	3	2	24	-2	-2	-2	-2	-2	-2	0	580	2,298	299	3,330	0	580	2,500	502	3,531	0	0	0
21,612	110,000	2	2	2	24	1	2	0	0	0	0	72,184	69,650	70,172	48,720	48,540	43,692	0	3,200	2,478	2,000	1,900	2,000	0
21,613	100,000	2	2	2	24	1	2	0	0	0	2	7,127	6,867	8,095	9,296	10,241	9,936	0	1,500	1,500	1,100	0	3,000	1
21,614	20,000	2	2	1	24	0	0	0	0	-1	0	17,599	18,920	19,000	0	80	540	1,920	1,000	0	40	1,000	844	0
21,615	90,000	2	2	2	24	0	0	0	0	0	0	89,608	87,743	87,363	74,329	48,451	48,715	4,507	4,000	2,500	2,000	2,000	2,000	0
21,616	50,000	2	2	1	24	0	0	0	0	0	0	46,437	40,703	20,215	21,116	20,036	18,952	1,912	1,370	1,271	664	658	638	0
21,617	30,000	2	2	2	24	-1	0	0	0	0	0	1,513	27,350	28,561	29,684	32,650	34,299	26,500	2,048	2,000	3,769	5,007	2,007	0
21,618	130,000	2	2	1	23	-1	-1	-1	-1	-1	-1	579	1,186	0	497	0	186	1,186	0	497	0	186	0	1
21,619	50,000	2	2	2	26	-1	-1	-1	-1	-1	-1	390	2,078	390	390	0	780	2,078	390	390	0	780	0	0
21,620	80,000	2	2	1	23	0	0	0	0	0	0	79,874	60,000	47,160	32,382	8,706	3,876	2,100	2,026	4,360	2,000	1,000	2,057	0
21,621	50,000	2	2	2	23	0	0	0	0	0	-1	21,699	33,109	32,856	27,438	4,786	768	11,877	1,660	1,600	624	768	173	0
21,622	130,000	2	1	2	24	0	0	0	0	0	0	78,744	74,511	81,315	75,538	77,172	79,442	3,500	10,000	4,000	3,500	3,500	3,500	0
21,623	20,000	2	1	2	24	-1	-1	-1	-1	0	-1	390	390	390	1,052	662	1,202	390	390	1,052	0	2,030	5,485	0
21,624	120,000	2	1	2	24	-2	-2	-2	-2	-2	-2	0	0	0	0	1,000	0	0	0	0	1,000	0	0	0
21,625	20,000	2	2	2	24	1	2	3	2	-1	0	9,739	12,322	3,023	2,748	12,351	13,927	3,023	0	0	12,351	4,000	2,000	0
21,626	80,000	2	2	2	24	0	0	0	0	0	-1	13,118	11,622	12,011	3,210	1,651	2,256	1,500	1,511	1,000	1,000	2,256	924	0
21,627	50,000	2	1	2	24	0	0	0	0	0	0	35,871	36,312	35,827	32,834	29,052	28,288	5,000	5,000	5,716	3,000	2,000	1,500	0
21,628	100,000	2	1	2	24	0	0	0	0	0	0	76,025	68,016	63,520	64,825	65,725	67,183	3,000	3,600	3,000	2,500	2,600	3,000	0
21,629	70,000	2	2	2	24	0	0	0	0	2	0	12,954	14,425	18,171	20,861	20,231	22,831	2,000	4,000	3,000	0	3,100	3,000	0
21,630	90,000	2	2	1	25	-1	-1	0	0	0	0	7,766	13,788	15,459	43,380	46,632	14,177	93,788	10,000	33,000	5,300	5,000	2,913	0
21,631	280,000	2	2	2	25	1	2	-1	-1	-1	-1	6,714	4,526	3,868	389	389	384	22	4,277	390	390	385	166,196	0
21,632	400,000	2	1	2	26	-1	0	0	0	0	0	2,871	6,260	6,651	6,542	7,093	9,134	4,016	4,020	4,066	4,009	4,021	3,507	0
21,633	130,000	2	3	2	26	0	0	0	0	0	0	113,707	115,323	120,461	121,177	4,623	5,402	5,000	7,000	5,000	2,000	2,000	5,000	0
21,634	30,000	2	5	2	22	0	0	0	0	0	-2	24,979	26,418	26,791	14,500	0	0	1,859	1,232	1,040	0	0	0	1
21,635	50,000	2	3	2	23	2	0	0	2	0	0	25,046	25,174	27,850	27,038	27,465	20,943	1,724	3,400	0	1,000	900	790	1
21,636	80,000	2	2	2	23	1	2	2	2	2	2	21,775	21,127	23,772	23,092	24,806	24,272	0	3,000	0	2,100	0	1,500	1
21,637	50,000	2	3	2	22	2	2	2	0	0	0	24,729	22,719	18,408	19,330	19,561	19,815	1,651	0	1,573	804	675	738	0
21,638	10,000	2	1	2	23	1	2	2	-1	-1	-2	8,356	7,864	6,171	1,681	0	0	1,200	0	1,681	0	0	1,250	0
21,639	90,000	2	2	2	24	0	0	0	0	0	2	83,590	84,960	85,744	79,963	70,021	70,853	3,200	3,110	4,677	3,200	2,500	2,500	0
21,640	50,000	2	1	2	24	3	2	2	2	0	0	8,506	10,194	10,928	10,456	11,279	12,095	2,000	1,200	0	1,000	1,000	1,000	1
21,641	100,000	2	2	2	24	-1	-1	-2	-2	-1	-1	3,587	660	6,010	2,789	2,973	3,611	660	6,010	2,789	2,973	3,611	11,880	0
21,642	90,000	2	2	1	25	2	0	0	0	0	0	90,371	87,525	89,052	85,807	68,186	69,011	4,100	4,200	3,000	3,000	3,000	2,600	1
21,643	100,000	2	1	2	25	0	0	0	0	0	0	40,083	44,385	45,117	25,845	7,141	9,141	5,000	2,000	2,030	3,000	2,000	2,000	0
21,644	310,000	2	1	2	26	-2	-2	-2	-2	-2	-2	297	0	0	0	0	0	0	0	0	0	0	0	0
21,645	210,000	2	1	2	26	1	2	0	0	0	0	7,271	4,951	1,815	3,789	4,721	5,641	6	1,600	2,000	1,000	1,000	0	0
21,646	340,000	2	2	2	25	-2	-2	-2	-2	-2	-2	-2	-2	466	-3	1,292	586	0	468	0	649	1,178	0	0
21,647	30,000	2	2	1	25	2	0	0	0	0	0	27,458	21,203	18,394	19,560	13,035	13,836	1,267	1,342	1,508	500	1,000	1,102	1
21,648	70,000	2	2	2	25	2	2	2	2	2	2	67,588	68,983	70,691	71,692	67,740	68,470	3,100	3,400	2,752	0	5,156	0	1
21,649	450,000	2	1	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,650	110,000	2	1	2	26	0	0	0	0	0	0	111,306	111,038	87,820	67,259	50,007	51,202	3,931	2,885	2,212	1,789	2,000	2,000	0
21,651	30,000	2	2	1	26	-1	-1	-1	-1	-1	-1	3,761	7,215	2,730	1,770	0	11,242	7,231	2,732	1,770	0	11,242	2,000	0
21,652	10,000	2	2	2	26	1	2	2	2	2	2	6,220	5,975	8,104	7,807	8,329	6,613	0	2,400	0	615	0	539	1
21,653	50,000	2	1	2	26	0	0	0	0	0	0	49,392	50,350	50,154	49,766	24,492	22,974	1,786	2,162	1,724	600	1,000	47,438	0
21,654	120,000	2	1	2	27	-1	-1	0	0	0	0	13,060	23,008	119,558	93,652	23,862	0	23,008	100,000	3,500	1,000	0	122,350	0
21,655	210,000	2	1	2	27	0	0	0	0	0	0	21,275	18,405	76,779	67,518	66,364	65,038	2,079	67,000	2,300	2,365	2,000	2,000	0
21,656	260,000	2	2	2	27	-2	-2	-2	-2	-2	-2	895	0	0	0	0	0	0	0	0	0	0	0	0
21,657	300,000	2	1	2	27	0	0	0	0	0	0	183,468	180,149	168,098	181,257	175,362	179,536	10,000	6,500	20,000	7,000	7,000	7,000	0
21,658	160,000	2	1	2	27	0	0	0	0	0	0	96,441	98,353	99,864	101,900	103,924	106,101	4,406	4,000	3,699	3,719	3,851	3,880	0
21,659	30,000	2	2	2	27	0	0	0	0	2	2	8,476	9,677	10,715	13,218	12,709	17,463	1,500	1,500	3,000	0	5,000	0	0
21,660	120,000	2	2	1	22	2	2	0	0	0	0	121,522	120,084	122,250	70,901	40,860	39,553	2,000	5,700	2,964	1,527	1,407	1,873	0
21,661	70,000	2	2	2	23	0	0	0	0	0	0	68,410	67,449	66,767	65,528	47,888	44,198	2,413	2,605	2,013	2,003	1,607	1,606	0
21,662	90,000	2	1	2	23	-1	-1	-2	-1	-1	-1	3,030	0	0	4,220	1,130	212	0	0	4,220	1,130	212	298	0
21,663	60,000	2	2	2	24	0	0	0	0	0	0	57,674	59,213	60,764	60,070	40,479	39,871	2,500	2,505	2,000	3,003	1,500	2,100	0
21,664	60,000	2	1	2	24	0	0	0	0	0	0	22,504	23,547	24,877	21,465	21,218	21,300	1,420	1,750	1,338	761	925	887	0
21,665	50,000	2	1	2	22	0	0	0	0	0	0	49,772	50,537	49,556	49,902	38,391	29,427	1,778	2,110	1,456	1,360	1,057	1,069	0
21,666	100,000	2	1	2	23	-1	-1	-1	0	-1	-1	4,357	1,897	4,153	2,972	1,990	1,861	1,901	4,153	1,000	1,990	1,861	0	0
21,667	50,000	2	2	1	24	0	0	0	0	0	0	34,983	34,922	37,248	30,640	16,158	0	1,700	3,000	1,200	2,000	0	0	0
21,668	20,000	2	2	2	24	3	2	2	2	2	2	322	322	322	322	322	322	0	0	0	0	0	0	1
21,669	80,000	2	1	2	24	0	0	0	0	0	0	34,106	33,045	32,318	30,171	32,950	30,899	3,000	3,000	2,000	5,000	3,000	6,000	0
21,670	300,000	2	5	2	26	0	0	0	0	-2	-2	293,880	242,669	76,777	34,072	11,632	15,429	11,128	47,009	34,044	11,677	15,483	6,098	0
21,671	100,000	2	2	2	23	-1	-1	-1	0	-1	-1	892	2,180	10,876	11,714	7,177	10,455	2,180	10,876	3,000	7,177	10,455	2,819	0
21,672	140,000	2	2	2	25	0	0	-1	-1	-1	0	140,286	143,649	435	556	92,556	94,567	6,500	436	621	94,500	3,500	3,500	1
21,673	80,000	2	2	2	23	2	0	0	0	0	0	71,975	64,153	47,680	33,336	24,439	26,187	3,139	4,000	3,000	2,000	2,000	0	1
21,674	60,000	2	3	2	23	0	0	0	0	0	0	30,660	30,286	29,757	30,122	30,498	28,647	1,800	1,630	3,000	2,000	2,000	2,000	0
21,675	230,000	2	2	2	23	1	-1	-1	-1	-1	-1	-15	6,179	1,502	708	2,882	1,939	6,194	1,502	708	2,896	1,939	365	0
21,676	120,000	2	2	2	25	0	0	2	0	0	2	46,953	48,670	49,587	50,961	53,597	55,094	2,500	2,000	2,500	4,100	2,500	0	0
21,677	50,000	2	1	2	23	0	0	0	2	0	0	48,771	50,062	51,016	48,133	47,822	48,126	2,106	4,206	391	1,700	1,806	1,700	0
21,678	60,000	2	1	2	24	0	0	0	0	0	0	59,267	60,042	59,225	59,947	60,107	57,338	2,694	2,800	2,300	2,250	2,081	2,120	0
21,679	50,000	2	2	2	24	-2	-2	-2	-1	0	0	50,096	49,917	0	24,415	25,305	25,775	1,000	0	24,415	1,295	1,275	0	0
21,680	210,000	2	2	1	25	0	0	0	0	0	0	7,788	8,801	9,825	10,838	12,652	13,060	1,149	1,173	1,186	2,000	1,000	1,000	0
21,681	90,000	2	2	2	23	0	0	0	0	0	0	13,107	13,740	14,770	13,306	10,465	9,704	1,251	1,281	1,173	500	1,000	1,000	0
21,682	20,000	2	1	2	24	0	0	0	0	0	0	19,403	18,989	18,914	19,883	19,293	19,993	1,300	1,332	1,301	700	1,000	900	0
21,683	130,000	2	2	2	22	0	0	0	0	0	0	34,970	14,867	10,341	9,788	7,193	9,006	2,012	2,000	2,290	1,005	4,078	713	0
21,684	20,000	2	2	2	22	0	0	0	0	0	0	16,653	18,062	18,374	19,222	18,014	18,627	2,000	1,700	1,500	1,000	1,000	1,000	0
21,685	90,000	2	2	2	24	0	0	0	0	0	0	14,329	14,520	14,747	4,753	5,152	4,664	3,000	1,240	1,220	1,000	500	800	0
21,686	30,000	2	1	2	23	-1	-1	-1	-1	-1	0	23,225	29,801	10,008	9,336	24,339	16,710	30,043	10,024	9,340	24,363	5,714	4	0
21,687	30,000	2	2	1	23	0	0	0	0	0	0	27,222	27,630	28,618	28,833	9,895	12,155	1,450	1,638	1,053	2,000	5,155	4,145	0
21,688	150,000	2	2	2	24	1	-2	-2	-2	-1	-1	0	0	0	0	2,000	2,000	0	0	0	2,000	2,000	2,000	0
21,689	20,000	2	1	2	24	0	0	0	0	0	0	20,933	22,202	21,867	21,813	21,228	21,614	2,700	1,400	1,400	800	1,783	1,000	1
21,690	80,000	2	3	1	25	0	0	0	0	0	0	63,214	61,943	61,458	57,045	50,652	48,476	2,300	2,215	1,900	1,800	1,920	2,300	0
21,691	40,000	2	2	2	25	0	0	0	2	0	0	34,084	35,169	37,940	36,824	37,242	37,900	1,861	3,755	0	1,290	1,337	1,339	0
21,692	240,000	2	1	2	27	-2	-1	-1	-1	-1	-2	5,886	5,055	8,774	1,854	-9,584	-15,483	5,055	8,774	1,854	0	0	66,971	0
21,693	100,000	2	5	2	27	0	0	0	0	0	0	152,330	66,107	60,734	48,816	28,679	30,231	3,000	2,231	1,617	1,000	2,000	590	0
21,694	100,000	2	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,695	150,000	2	3	2	25	-2	-2	-2	-2	-2	-2	0	1,145	2,580	0	0	0	1,145	2,580	0	0	0	0	0
21,696	270,000	2	2	2	25	0	0	0	0	0	0	22,579	23,579	24,613	25,617	25,434	25,966	1,380	1,419	1,423	910	942	951	0
21,697	400,000	2	2	2	24	0	0	0	0	0	0	35,660	37,065	38,142	38,870	30,059	27,656	2,000	1,673	1,401	990	964	975	0
21,698	50,000	2	1	2	25	0	0	0	0	0	0	38,153	34,476	25,857	26,621	27,178	28,038	1,700	2,000	1,500	1,000	1,300	1,300	0
21,699	80,000	2	1	2	25	-1	2	2	-2	-2	-2	259	259	0	0	0	0	0	0	0	0	0	0	0
21,700	20,000	2	2	2	25	0	0	0	0	0	0	4,120	5,387	6,440	7,373	8,246	11,095	1,500	1,300	1,200	1,000	3,000	406	0

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