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imodels
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credit-card

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train · 24k rows

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limit_bal float64 10k 1M	age float64 21 79	pay_0 float64 -2 8	pay_2 float64 -2 8	pay_3 float64 -2 8	pay_4 float64 -2 8	pay_5 float64 -2 8	pay_6 float64 -2 8	bill_amt1 float64 -165,580 965k	bill_amt2 float64 -69,777 984k	bill_amt3 float64 -157,264 1.66M	bill_amt4 float64 -170,000 892k	bill_amt5 float64 -81,334 927k	bill_amt6 float64 -209,051 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 527k	sex:1 float64 0 1	sex:2 float64 0 1	education:1 float64 0 1	education:2 float64 0 1	education:3 float64 0 1	education:5 float64 0 1	marriage:0 float64 0 1	marriage:1 float64 0 1	marriage:2 float64 0 1	default.payment.next.month int64 0 1
360,000	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	1
30,000	23	0	0	0	0	0	0	33,171	32,678	32,218	31,963	30,942	29,945	1,524	1,537	1,755	1,207	1,076	1,188	0	1	0	0	1	0	0	0	1	0
220,000	44	-1	0	0	0	0	0	208,858	212,640	216,062	209,288	202,578	195,567	7,611	7,484	7,109	6,969	6,661	6,426	0	1	1	0	0	0	0	1	0	0
400,000	29	0	-1	-1	-1	0	0	31,348	27,887	38,915	29,926	24,383	45,588	28,102	39,186	30,153	12,029	38,220	6,004	1	0	1	0	0	0	0	0	1	0
50,000	28	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
180,000	48	1	-1	-1	-1	-1	-1	2,551	3,044	3,044	5,283	1,660	6,671	3,044	3,044	5,283	1,660	6,671	493	0	1	0	1	0	0	0	0	1	0
320,000	29	-2	-2	-2	-2	-2	-2	2,391	1,550	802	302	604	604	1,561	906	302	604	302	825	0	1	0	1	0	0	0	0	1	0
100,000	39	-2	-2	-2	-2	-2	-2	518	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
160,000	28	-2	-2	-2	-2	-2	-2	2,191	645	2,102	5,477	2,258	1,849	645	2,118	5,477	2,276	1,851	5,543	0	1	0	1	0	0	0	0	1	0
20,000	38	0	0	0	0	0	0	18,878	19,286	18,977	18,335	18,718	18,475	1,318	1,289	647	669	664	682	1	0	0	0	1	0	0	0	1	0
520,000	34	0	0	0	0	0	0	203,647	185,853	178,531	170,915	162,864	155,297	6,501	7,001	5,989	5,701	6,001	6,001	1	0	1	0	0	0	0	0	1	0
260,000	28	-2	-2	-2	-2	-2	-2	-28	5,735	693	1,557	685	11,625	5,763	703	1,564	688	11,683	6,997	0	1	1	0	0	0	0	0	1	0
30,000	29	1	3	2	0	0	0	31,986	31,189	29,634	28,174	27,307	24,449	0	4	1,020	1,110	989	982	1	0	0	1	0	0	0	0	1	0
130,000	34	0	0	0	2	0	0	59,955	61,252	65,399	63,800	65,312	37,838	2,260	5,203	0	2,670	1,342	1,815	0	1	0	1	0	0	0	1	0	0
160,000	51	0	0	0	-2	-1	-1	4,042	4,338	-1,801	-5,513	743	1,012	1,000	0	0	6,256	1,050	1,000	1	0	0	0	1	0	0	1	0	1
100,000	38	0	0	0	0	0	0	15,788	8,242	10,095	11,636	6,649	8,649	2,000	2,000	2,007	2,000	2,000	5,000	1	0	0	1	0	0	0	1	0	0
280,000	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0
80,000	27	0	0	0	0	0	0	36,959	38,042	38,925	40,274	41,598	42,926	2,000	1,800	2,000	2,000	2,000	3,000	0	1	1	0	0	0	0	0	1	0
160,000	44	0	0	0	0	0	0	118,809	125,323	170,449	96,739	126,139	154,884	10,000	50,000	20,000	30,000	30,000	5,000	0	1	0	1	0	0	0	0	1	0
200,000	43	3	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	1
20,000	26	0	0	0	0	0	0	17,938	18,798	19,347	8,007	4,890	0	1,456	1,005	160	98	0	0	0	1	0	1	0	0	0	0	1	0
80,000	65	0	0	0	-1	-1	-1	25,043	17,472	8,922	3,932	2,900	0	1,374	1,026	3,944	3,208	0	0	1	0	0	0	1	0	0	1	0	0
30,000	23	2	0	0	2	2	2	16,089	17,127	19,108	18,503	20,100	19,629	1,300	2,272	0	1,900	0	1,000	0	1	0	1	0	0	0	0	1	1
130,000	27	-2	-2	-2	-2	-2	-2	8,508	27,049	0	0	0	0	27,049	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0
120,000	28	1	-1	2	2	-1	-1	0	780	390	0	762	-18	1,170	0	0	762	0	0	0	1	1	0	0	0	0	0	1	0
180,000	27	1	-1	-1	-1	-1	-1	0	376	0	390	698	636	376	0	390	698	636	456	0	1	0	1	0	0	0	1	0	0
500,000	37	0	0	0	0	0	0	43,643	46,586	48,832	49,568	46,939	49,147	4,000	3,000	2,000	2,000	3,000	7,000	0	1	1	0	0	0	0	0	1	0
210,000	47	0	0	0	0	0	0	17,952	18,894	20,296	21,704	24,086	26,414	1,500	2,000	2,000	3,000	3,000	1,000	0	1	0	1	0	0	0	1	0	0
360,000	38	-1	0	0	0	0	0	108,351	111,201	63,146	63,723	65,108	66,078	8,005	8,004	5,000	5,000	5,000	105,700	1	0	0	1	0	0	0	0	1	0
50,000	28	1	2	0	0	0	0	51,068	46,027	45,769	46,677	47,668	50,764	0	3,154	1,669	1,741	3,900	0	0	1	0	1	0	0	1	0	0	0
550,000	33	0	0	0	0	0	0	337,733	261,223	267,274	273,547	172,198	176,573	10,000	11,000	12,300	6,300	8,000	8,000	0	1	1	0	0	0	0	0	1	0
50,000	42	0	0	0	0	0	0	49,887	49,515	38,680	29,664	29,057	29,083	1,850	1,507	1,100	1,200	1,116	2,900	1	0	1	0	0	0	0	1	0	0
200,000	33	-2	-2	-2	-2	-1	-1	2,810	7,114	1,981	3,959	5,382	0	7,149	2,059	3,978	5,403	0	0	1	0	0	0	1	0	0	0	1	0
180,000	42	0	0	0	2	0	0	102,449	104,807	111,048	107,782	110,879	113,666	5,500	9,500	0	5,000	5,000	5,000	0	1	0	1	0	0	0	1	0	0
130,000	45	-1	0	0	0	0	0	131,221	128,161	128,884	124,514	67,739	69,614	10,006	5,069	3,634	2,476	3,019	2,394	0	1	0	1	0	0	0	0	1	0
30,000	22	0	0	0	0	0	0	27,358	28,612	29,183	28,983	13,100	0	2,000	1,500	0	500	0	0	0	1	0	1	0	0	0	0	1	0
100,000	39	-1	-1	-1	-1	0	0	4,530	4,921	4,560	4,290	6,670	8,844	4,921	4,569	4,290	5,000	5,000	3,000	1	0	0	1	0	0	0	0	1	0
220,000	36	1	2	-1	2	-1	3	4,086	3,855	3,055	1,375	3,338	3,032	0	4,000	0	3,338	0	0	0	1	1	0	0	0	0	1	0	1
10,000	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	1	0	1	0	0	0	0	0	1	0
360,000	46	-1	-1	-1	-1	-1	-1	15,219	26,544	36,301	45,883	16,789	6,159	26,796	36,582	46,112	16,873	6,190	22,167	0	1	0	0	1	0	0	0	1	0
200,000	25	0	0	0	0	0	0	149,886	140,541	96,253	76,131	37,282	24,421	5,388	3,300	2,124	912	1,000	10,847	0	1	0	0	0	1	0	1	0	1
100,000	42	0	-1	-1	0	0	0	60,380	58,567	79,527	18,950	19,667	18,531	2,200	22,004	656	1,000	396	300	0	1	1	0	0	0	0	0	1	0
140,000	39	0	0	0	0	0	0	131,764	134,654	138,303	119,845	122,457	125,487	6,500	7,500	5,000	4,700	5,228	4,500	0	1	0	1	0	0	0	1	0	0
240,000	27	-2	-2	-2	-2	-2	-2	3,293	9,051	2,804	3,958	12,157	3,874	9,079	2,804	3,958	12,157	3,874	937	0	1	1	0	0	0	0	0	1	0
50,000	24	0	0	0	-1	-1	-1	27,320	50,339	40,791	13,676	9,457	390	27,704	5,000	13,676	9,457	14,000	568	0	1	1	0	0	0	0	0	1	0
50,000	47	0	0	0	0	0	0	49,550	51,636	53,561	53,283	53,057	52,908	2,743	2,668	1,712	1,762	1,894	1,670	1	0	1	0	0	0	0	1	0	0
330,000	39	-2	-2	-2	-2	-2	-2	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	1	0	0	0	1	0	0	1	0	0
160,000	30	-2	-2	-2	-2	-1	-1	2,000	1,000	1,000	1,000	12,234	11,960	1,000	1,000	1,000	12,234	1,200	65,157	0	1	1	0	0	0	0	0	1	1
500,000	28	0	0	0	0	0	0	215,459	201,715	141,177	130,352	126,422	113,148	7,412	4,721	3,854	3,622	3,433	3,201	0	1	0	1	0	0	0	0	1	0
320,000	26	-1	-1	-1	-1	-1	-1	316	316	316	316	316	316	316	316	316	316	316	316	1	0	1	0	0	0	0	0	1	0
100,000	50	0	0	0	0	0	0	16,469	17,885	19,587	21,256	22,895	24,514	2,000	2,000	2,000	2,000	2,000	2,000	0	1	0	0	1	0	0	1	0	0
30,000	26	0	0	0	0	0	0	17,893	19,012	20,123	20,222	20,796	19,844	1,411	1,522	621	795	715	1,000	0	1	0	1	0	0	0	0	1	1
20,000	22	0	0	0	0	0	0	23,538	22,780	23,623	19,600	20,100	0	3,000	1,400	2,500	500	0	0	1	0	1	0	0	0	0	0	1	0
70,000	38	0	0	0	0	0	0	24,758	25,581	16,105	17,571	18,330	16,268	1,273	1,534	2,000	1,000	1,000	1,000	0	1	0	0	1	0	0	1	0	0
400,000	28	-1	0	-1	0	0	0	21,012	10,107	240,244	287,499	86,684	6,796	5,056	241,366	278,006	425	34	2,966	1	0	1	0	0	0	0	0	1	0
90,000	47	0	0	-1	-1	-2	-1	54,268	52,500	2,888	0	0	300	2,425	2,888	0	0	300	0	1	0	0	1	0	0	0	1	0	1
170,000	30	-1	-1	-1	0	-1	-1	416	416	632	416	416	566	832	632	200	416	566	416	1	0	0	1	0	0	0	1	0	0
60,000	29	-1	0	0	0	-2	-2	55,064	57,833	9,479	0	0	0	5,000	1,033	0	0	0	0	0	1	0	1	0	0	0	0	1	0
140,000	40	0	0	0	0	0	0	123,049	125,616	129,695	130,735	133,467	136,287	4,310	5,913	4,426	4,580	4,770	4,767	1	0	1	0	0	0	0	1	0	0
200,000	32	-2	-2	-2	-2	-2	-2	1,380	3,706	18,145	14,163	7,909	1,485	3,706	18,458	14,170	7,909	1,485	1,302	0	1	0	0	1	0	0	1	0	0
60,000	49	0	0	0	0	0	0	81,411	52,017	35,423	24,023	20,175	16,137	38,709	1,609	661	656	1,000	5,000	1	0	0	1	0	0	0	0	1	0
400,000	49	-2	-2	-2	-2	-2	-2	389	389	389	320	14,185	389	390	390	321	14,255	390	390	0	1	0	1	0	0	0	1	0	0
360,000	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0
240,000	26	1	-1	-1	-1	-1	-1	0	189	651	0	127	0	189	651	0	127	0	0	0	1	1	0	0	0	0	0	1	0
30,000	25	0	0	0	0	0	0	7,653	8,864	10,062	11,581	12,580	13,716	1,500	1,500	2,000	1,500	1,500	1,500	1	0	0	1	0	0	0	0	1	1
50,000	57	0	0	0	0	0	0	18,599	18,598	18,835	18,475	18,135	17,777	1,321	1,278	638	654	659	557	0	1	0	0	1	0	0	0	1	0
20,000	40	1	2	2	2	3	2	15,476	16,533	15,975	17,903	17,336	16,910	1,600	0	2,500	0	0	2,000	1	0	0	1	0	0	0	0	1	0
210,000	24	0	0	0	0	0	0	94,681	96,920	98,562	100,329	103,697	91,408	3,766	3,507	3,334	4,723	3,418	2,682	0	1	0	1	0	0	0	0	1	0
230,000	31	0	0	0	-1	0	-1	33,109	29,830	11,750	5,194	15,450	9,368	5,000	5,000	15,897	12,000	9,368	6,000	0	1	1	0	0	0	0	0	1	0
150,000	39	2	2	0	0	0	0	156,713	152,744	150,785	140,166	143,125	151,741	0	5,694	5,014	5,215	11,016	0	0	1	0	1	0	0	0	1	0	1
180,000	68	0	0	0	0	0	0	127,933	133,279	127,636	138,164	142,921	153,691	15,000	12,000	20,000	10,000	20,000	5,000	0	1	0	1	0	0	0	1	0	0
10,000	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	0	0	0	1	0	0	0	1	1
280,000	35	0	0	0	0	0	0	259,637	259,593	261,595	267,359	236,734	231,064	10,028	12,500	13,106	231,064	15,004	8,004	0	1	0	1	0	0	0	0	1	0
290,000	38	-2	-2	-2	-2	-2	-2	24,709	291	6,161	6,200	3,892	4,072	291	6,170	6,216	3,892	4,072	4,382	1	0	0	1	0	0	0	1	0	0
180,000	36	0	0	0	0	0	0	98,736	96,566	81,166	72,463	72,189	70,712	6,025	5,000	6,800	5,000	5,000	5,000	0	1	0	1	0	0	0	1	0	0
30,000	31	1	2	0	0	2	0	20,494	19,867	21,045	24,681	23,985	25,099	0	1,500	4,000	0	1,500	6,000	0	1	0	1	0	0	0	1	0	0
80,000	30	0	0	0	0	0	0	69,392	64,149	53,200	29,707	28,427	10,072	3,046	1,874	2,000	1,000	1,000	199	1	0	0	1	0	0	0	0	1	0
300,000	30	-2	-2	-2	-2	-2	-2	15,575	22,187	1,970	1,687	248	600	10,810	1,979	1,695	249	600	585	0	1	1	0	0	0	0	1	0	0
120,000	27	0	0	0	0	0	0	20,874	21,930	22,165	20,502	19,030	15,119	1,700	1,500	700	1,000	1,000	1,000	1	0	1	0	0	0	0	0	1	0
340,000	36	-1	-1	-1	-1	-1	0	3,474	1,974	2,774	43,824	11,308	3,540	1,974	2,774	43,831	11,308	0	824	0	1	1	0	0	0	0	0	1	0
150,000	44	0	0	0	0	0	0	65,903	35,916	34,409	93,241	67,549	62,479	5,011	3,045	70,092	2,521	3,000	3,000	1	0	0	0	1	0	0	0	1	0
50,000	22	0	0	0	0	0	2	45,675	41,712	29,756	32,418	34,983	18,175	3,630	2,000	3,500	2,713	0	193	0	1	0	1	0	0	0	0	1	0
130,000	23	2	2	2	0	0	0	6,271	6,871	7,599	9,459	10,303	11,128	1,500	1,000	2,000	1,000	1,000	1,000	0	1	0	1	0	0	0	0	1	0
200,000	40	-2	-2	-2	-2	-2	-2	-7	1,765	5,074	19,268	5,606	2,534	1,772	5,099	19,364	5,634	2,547	33,300	1	0	1	0	0	0	0	1	0	0
420,000	32	-1	-1	-2	-2	-2	-2	8,871	358	0	0	20	0	358	0	0	20	0	0	0	1	1	0	0	0	0	1	0	0
220,000	38	0	0	0	0	0	0	209,044	211,453	217,237	198,681	202,479	206,221	7,705	9,656	7,189	7,404	7,490	7,517	1	0	1	0	0	0	0	0	1	0
250,000	29	1	-1	2	2	-2	-1	0	5,023	2,460	0	0	3,081	5,023	0	0	0	3,081	0	1	0	1	0	0	0	0	0	1	0
110,000	39	0	0	0	0	0	0	109,221	111,674	111,867	111,535	111,870	110,979	4,230	4,230	4,200	4,300	4,150	4,220	0	1	0	1	0	0	0	0	1	0
80,000	25	0	0	0	0	0	0	37,325	38,503	39,429	24,600	10,000	0	2,100	2,000	1,000	700	0	0	1	0	1	0	0	0	0	0	1	0
30,000	24	2	2	2	0	0	0	26,133	28,926	28,167	28,568	29,019	30,430	3,526	0	1,168	1,060	1,900	0	0	1	0	1	0	0	0	0	1	0
60,000	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	1	0	0	1	0	0	0	0	1	0
190,000	36	0	0	0	0	0	0	79,584	83,108	82,179	80,874	81,720	87,685	7,007	2,912	2,871	3,501	8,001	3,234	1	0	0	1	0	0	0	1	0	0
80,000	36	0	0	0	0	0	0	25,028	26,054	20,344	7,311	6,100	2,160	3,033	3,379	0	0	0	0	1	0	0	1	0	0	0	1	0	0
10,000	37	3	2	0	0	2	0	7,621	7,368	8,226	9,834	9,549	9,774	0	1,122	1,730	0	508	425	0	1	0	1	0	0	0	1	0	1
320,000	29	0	0	0	0	0	0	34,818	22,718	9,398	10,222	13,791	13,498	1,690	1,500	1,000	3,628	1,041	1,006	0	1	0	1	0	0	0	1	0	0
390,000	32	0	0	0	0	-1	-1	60,425	49,480	46,201	38,770	3,914	6,568	1,781	2,188	1,000	8,572	6,568	11,416	1	0	1	0	0	0	0	0	1	0
140,000	26	0	0	0	0	0	0	136,953	133,265	82,163	83,238	85,383	86,615	6,350	2,900	2,950	4,000	3,576	2,200	1	0	0	0	0	1	0	0	1	0
150,000	30	0	-1	0	0	-2	-2	7,674	432	2,232	0	0	0	432	2,000	0	0	0	5,757	0	1	1	0	0	0	0	0	1	0
50,000	22	0	0	0	0	0	0	38,393	36,240	31,675	31,849	31,323	32,620	2,000	2,000	2,000	1,500	3,023	0	0	1	1	0	0	0	0	0	1	0
50,000	24	-1	-1	-1	-1	0	-1	1,580	306	995	1,055	102	2,110	306	995	1,055	0	2,110	0	0	1	0	1	0	0	0	0	1	0