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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:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
80,000	29	0	0	0	0	0	0	73,722	75,323	64,277	45,455	42,231	42,804	3,300	2,500	1,556	1,600	1,600	1,600	1	0	1	0	0	0	0	1	0	0
410,000	48	0	0	0	0	-1	-1	231,152	238,985	243,779	250,399	5,194	-376	12,000	10,000	7,250	5,225	0	1,436	1	0	1	0	0	0	1	0	0	0
20,000	31	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	1
260,000	32	-2	-2	-2	-2	-2	-2	0	0	3,210	0	0	2,712	0	3,210	0	0	2,712	0	0	1	1	0	0	0	0	1	0	1
450,000	31	-1	-1	-1	-1	-1	-1	3,960	4,397	2,177	17,871	11,451	3,570	4,412	2,180	17,895	11,502	3,581	37,092	1	0	1	0	0	0	0	1	0	0
370,000	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0
300,000	33	-1	-1	-1	-1	0	-1	1,496	1,496	1,496	2,490	1,996	1,494	1,500	1,500	2,494	1,006	1,498	2,003	0	1	0	1	0	0	1	0	0	0
170,000	38	0	0	0	0	0	0	71,712	70,194	43,210	23,096	23,397	27,817	3,332	7,770	5,000	3,000	5,000	25,000	0	1	1	0	0	0	1	0	0	0
90,000	52	2	2	2	2	2	2	90,603	92,152	86,671	91,280	85,868	91,047	3,900	0	6,800	0	6,500	0	1	0	0	1	0	0	1	0	0	0
310,000	34	0	0	0	0	0	0	97,196	95,832	83,123	46,342	44,693	43,296	6,000	5,000	4,000	3,000	3,000	2,000	1	0	0	1	0	0	1	0	0	0
30,000	29	0	0	0	0	0	0	25,167	25,299	22,912	14,940	9,365	1,280	1,414	1,415	1,002	200	104	0	0	1	0	1	0	0	0	1	0	0
210,000	48	-2	-2	-2	-2	-2	-2	140	140	140	60	120	-20	140	140	60	200	0	0	0	1	0	1	0	0	1	0	0	0
10,000	22	0	0	0	0	0	0	2,274	3,297	4,730	5,649	7,304	8,252	1,067	1,500	1,000	1,751	1,073	2,041	0	1	0	1	0	0	0	1	0	1
170,000	30	0	0	0	0	0	0	117,010	119,463	123,476	124,934	127,918	130,782	4,337	6,000	5,000	5,000	5,000	4,898	1	0	1	0	0	0	0	1	0	0
210,000	43	-1	-1	-1	-2	-2	-2	7,605	1,170	0	0	0	0	1,170	0	0	0	0	3,015	0	1	0	0	1	0	0	1	0	0
150,000	39	0	0	0	0	0	0	36,146	36,184	37,511	33,080	30,223	31,561	3,000	3,000	3,000	2,500	2,000	2,000	0	1	0	1	0	0	1	0	0	0
200,000	34	-2	-2	-2	-2	-2	-2	7,468	5,023	618	605	3,098	805	5,048	621	608	3,114	1,003	2,164	1	0	1	0	0	0	1	0	0	0
180,000	45	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	1
70,000	31	0	0	0	0	0	0	52,440	55,961	63,341	64,694	67,905	59,383	5,000	10,000	3,000	5,000	3,000	2,900	1	0	1	0	0	0	0	1	0	0
200,000	48	0	0	0	0	-1	-1	87,035	79,529	67,675	56,519	11,884	14,343	2,915	2,646	2,208	12,503	14,869	0	1	0	0	0	1	0	0	1	0	0
360,000	31	1	-1	-1	-1	0	0	0	4,260	3,278	580	580	0	4,260	3,278	580	0	0	0	1	0	1	0	0	0	0	1	0	0
10,000	46	1	2	-1	2	0	0	4,474	189	3,510	3,306	3,551	5,577	0	3,510	0	300	2,260	2,000	0	1	0	0	1	0	0	1	0	1
30,000	22	0	0	0	0	0	0	29,362	29,819	30,582	28,983	27,947	26,630	1,800	3,000	1,404	559	533	1,000	0	1	1	0	0	0	0	1	0	0
440,000	31	1	2	2	2	0	0	274,263	267,233	360,999	149,363	142,757	119,034	0	100,006	0	6,000	4,000	8,000	1	0	1	0	0	0	1	0	0	1
180,000	50	0	0	0	0	0	0	181,624	182,765	180,769	141,352	142,078	141,695	9,021	6,126	4,856	4,990	5,133	5,002	1	0	1	0	0	0	1	0	0	0
180,000	35	-2	-2	-2	-2	-2	-2	-117	2,573	-77	-77	1,823	227	2,690	0	0	1,900	230	0	0	1	0	1	0	0	0	1	0	0
80,000	27	0	0	0	0	0	0	64,561	47,041	25,439	26,140	28,833	28,459	2,176	1,299	1,000	3,000	981	2,000	0	1	0	1	0	0	0	1	0	0
230,000	26	-2	-1	0	0	0	0	1,200	990	9,079	11,186	10,159	11,734	990	8,089	2,186	1,159	1,734	1,200	0	1	0	0	1	0	0	1	0	0
50,000	35	-1	-1	-1	-1	-1	-1	1,000	14,300	17,820	3,800	2,241	12,241	14,300	17,820	3,800	2,241	12,500	0	1	0	0	1	0	0	0	1	0	0
110,000	26	0	0	0	0	0	0	36,770	7,611	9,275	5,751	10,592	9,701	2,000	2,000	2,000	5,000	3,470	0	1	0	0	1	0	0	0	1	0	0
310,000	37	-2	-2	-2	-2	-2	-2	4,052	6,514	-3,484	-3,484	-3,484	13,833	6,514	0	0	0	17,317	0	0	1	0	0	1	0	1	0	0	0
50,000	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	1	0	0	1	0	0	1	0	0
80,000	44	1	-1	-1	-1	-1	-1	-60	2,400	595	1,810	737	2,555	2,460	595	1,815	737	2,555	4,290	0	1	1	0	0	0	1	0	0	0
90,000	40	1	2	0	0	0	2	89,762	90,395	87,428	61,778	68,248	66,997	3,000	2,773	2,402	7,660	0	2,711	0	1	0	1	0	0	0	0	1	0
270,000	52	0	-1	-1	-1	2	-1	18,758	4,937	2,000	9,078	5,058	6,177	4,937	2,000	9,078	0	6,177	4,600	1	0	0	1	0	0	1	0	0	0
360,000	39	0	0	-2	-1	0	0	366,965	-17,710	-17,706	301,085	307,035	63,451	12,709	1,393	319,494	13,079	2,438	2,599	0	1	0	1	0	0	1	0	0	1
20,000	40	0	0	0	0	0	0	8,151	9,011	10,858	12,670	13,157	13,742	1,153	2,000	2,000	1,000	800	1,000	1	0	0	0	1	0	1	0	0	0
120,000	32	1	2	2	2	2	2	110,826	113,572	114,719	115,736	117,729	120,601	6,000	4,500	4,400	4,000	5,000	4,700	1	0	0	0	1	0	1	0	0	0
180,000	28	2	2	2	2	2	2	175,154	175,790	153,515	130,864	131,569	128,983	5,100	50	14,500	4,500	296	4,500	1	0	1	0	0	0	0	1	0	0
120,000	52	1	2	0	0	0	0	123,184	117,849	120,471	117,218	116,871	122,192	0	6,100	5,700	4,500	9,000	4,700	0	1	0	1	0	0	1	0	0	1
90,000	23	-1	0	0	2	2	2	11,495	10,764	11,304	9,601	10,050	8,304	1,200	3,000	0	2,000	0	2,000	0	1	1	0	0	0	0	1	0	1
140,000	44	2	0	0	0	0	0	84,371	85,119	86,901	89,583	90,432	92,332	3,046	3,153	4,126	3,231	3,351	3,400	1	0	0	1	0	0	0	1	0	1
60,000	28	1	-1	-1	2	-1	-1	0	1,672	836	836	780	390	1,672	836	0	780	390	0	0	1	0	1	0	0	0	1	0	1
30,000	42	0	0	0	0	0	0	28,658	28,281	29,826	28,572	9,072	0	1,656	3,000	1,000	500	0	0	1	0	0	1	0	0	1	0	0	0
50,000	49	0	0	0	0	0	0	43,342	44,441	45,390	46,310	47,262	48,219	2,100	2,000	1,113	1,143	1,159	1,381	0	1	0	1	0	0	0	1	0	0
70,000	40	0	0	0	0	0	-1	41,986	31,059	23,283	11,523	23,516	1,600	1,455	1,278	1,000	235	1,600	4,316	1	0	0	0	1	0	1	0	0	0
50,000	54	2	2	2	2	2	2	48,556	49,240	48,647	36,411	32,087	22,909	1,804	2,045	1,314	1,268	0	2,436	1	0	0	1	0	0	1	0	0	1
360,000	33	0	0	0	0	0	0	31,482	31,805	18,203	13,122	11,547	10,949	5,119	5,007	5,002	5,005	5,024	4,543	0	1	1	0	0	0	0	1	0	0
50,000	24	0	0	0	0	0	0	53,159	50,465	50,744	41,232	14,459	17,225	2,000	2,097	2,224	1,000	3,000	633	0	1	0	1	0	0	0	1	0	0
210,000	35	0	0	-1	-1	-1	0	25,806	5,861	1,666	1,010	300	300	1,035	1,666	1,010	300	0	4,817	0	1	0	1	0	0	1	0	0	0
50,000	44	0	0	0	0	0	0	19,951	17,221	15,816	13,983	13,638	10,657	1,282	1,253	1,170	535	387	405	1	0	0	0	1	0	1	0	0	0
70,000	30	0	-1	-1	2	0	0	6,749	64,626	47,161	27,534	26,660	27,022	64,626	3,000	0	946	1,424	1,000	0	1	1	0	0	0	0	1	0	0
340,000	34	-1	-1	-1	-1	2	0	332	332	332	142,202	139,245	116,431	332	332	142,402	6	20,032	3,022	1	0	1	0	0	0	1	0	0	1
60,000	39	0	0	0	0	0	0	36,343	27,996	25,656	16,907	15,837	11,195	5,140	3,008	3,000	6,000	2,000	3,000	1	0	0	0	1	0	1	0	0	0
300,000	39	0	0	2	-1	-1	2	27,459	34,405	3,283	3,961	24,306	22,644	8,000	0	3,961	24,306	0	7,651	1	0	1	0	0	0	1	0	0	1
290,000	41	0	0	0	0	0	0	286,391	140,960	112,394	113,459	123,967	131,735	10,000	5,620	10,000	20,000	10,000	10,000	0	1	0	1	0	0	0	1	0	0
200,000	30	-1	-1	-2	-1	0	0	8,985	247	6,015	34,314	23,403	-1,839	805	6,144	34,418	230	1,839	0	1	0	1	0	0	0	0	1	0	0
60,000	45	0	0	0	0	0	0	26,350	23,908	24,215	17,728	18,087	17,730	1,413	1,500	1,173	532	597	469	0	1	0	0	1	0	0	1	0	0
500,000	37	-1	-1	-1	-1	-1	0	6,694	17,470	15,091	1,587	61,385	56,252	17,470	15,091	1,587	61,385	0	56,733	0	1	1	0	0	0	1	0	0	1
100,000	37	0	0	0	0	0	0	99,516	87,274	96,414	74,161	45,585	40,178	10,184	20,000	5,150	5,000	10,000	10,000	1	0	1	0	0	0	1	0	0	1
20,000	24	0	0	0	0	0	0	15,036	16,069	16,774	17,266	17,539	18,033	1,580	1,280	770	700	785	600	0	1	1	0	0	0	0	1	0	0
90,000	34	0	0	0	0	0	0	74,012	76,777	78,594	39,209	40,057	40,744	4,600	4,300	2,700	1,500	1,400	2,000	1	0	0	0	1	0	0	1	0	0
60,000	31	0	0	0	0	-1	0	53,954	57,469	37,861	60,993	2,343	6,707	5,000	5,000	25,500	3,000	6,000	5,000	1	0	0	1	0	0	0	1	0	0
150,000	29	2	0	0	0	0	0	46,224	34,993	31,434	26,518	21,042	16,540	1,600	1,718	1,049	1,500	2,000	5,000	0	1	1	0	0	0	0	1	0	0
180,000	39	-1	-1	-1	-2	-2	-2	5,086	5,661	0	0	0	0	5,668	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0
200,000	38	-2	-2	-2	-2	-2	-2	2,571	2,772	2,571	2,571	2,571	2,571	2,772	2,571	2,571	2,571	2,571	2,571	0	1	1	0	0	0	1	0	0	0
100,000	24	0	0	0	0	0	0	85,343	83,855	78,703	76,544	75,360	76,507	2,916	3,000	3,000	3,000	3,000	2,700	0	1	0	1	0	0	0	1	0	0
30,000	22	-1	-1	0	-1	0	-1	-854	29,393	27,390	2,390	780	24,310	33,404	1,000	2,390	0	48,620	156	0	1	0	0	1	0	0	1	0	0
160,000	35	1	-2	-2	-1	-1	-2	-200	-200	0	6,171	0	0	0	200	6,171	0	0	0	0	1	0	1	0	0	0	1	0	0
350,000	39	-2	-2	-2	-2	-2	-2	3,948	4,368	5,339	0	0	0	2,184	10,678	0	0	0	0	1	0	1	0	0	0	1	0	0	0
100,000	35	0	0	0	0	0	0	99,031	90,779	84,891	76,232	77,833	74,885	3,300	4,300	3,000	2,626	2,913	2,600	0	1	1	0	0	0	0	1	0	0
180,000	25	0	0	0	0	0	0	141,836	140,792	144,021	146,539	149,286	151,900	5,124	6,000	5,300	5,500	5,500	6,000	0	1	0	1	0	0	0	1	0	0
30,000	28	2	2	2	2	2	3	300	300	300	300	1,300	1,150	0	0	0	1,000	150	0	1	0	0	0	1	0	0	1	0	1
100,000	29	1	-1	-1	-1	0	-1	0	4,586	2,476	7,845	13,164	671	4,586	2,863	7,845	7,000	671	671	1	0	0	1	0	0	0	1	0	0
80,000	26	0	0	2	0	0	0	40,931	44,374	43,365	44,143	45,079	45,977	4,100	0	1,800	1,800	1,800	2,000	0	1	0	0	1	0	0	1	0	0
50,000	55	2	0	0	0	0	0	21,133	21,793	19,641	15,848	16,026	16,359	1,325	1,506	713	582	600	607	1	0	0	1	0	0	0	1	0	1
30,000	46	0	0	2	0	0	-2	29,213	17,064	16,465	16,977	0	0	5,064	0	5,047	0	0	0	0	1	0	0	0	1	0	1	0	0
170,000	45	0	0	0	0	0	0	165,243	156,688	151,405	127,090	126,388	126,399	7,067	6,443	4,617	4,711	4,673	4,603	0	1	1	0	0	0	1	0	0	0
100,000	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	0	1	1	0	0	0	0	1	0	1
200,000	30	-1	-1	-1	-1	-1	-1	10,225	9,468	30,250	5,215	90	5,690	9,468	30,250	5,215	90	6,198	2,440	0	1	1	0	0	0	0	1	0	0
420,000	29	0	0	-1	0	0	0	16,127	12,074	85,269	86,388	87,153	88,957	1,322	90,499	3,122	2,915	3,000	3,150	1	0	1	0	0	0	0	1	0	0
180,000	48	-1	-1	-1	-1	-1	-1	11,054	11,272	26,680	27,988	1,480	22,133	11,272	26,703	27,988	1,480	22,133	0	0	1	0	1	0	0	1	0	0	0
380,000	33	0	0	0	0	0	0	77,994	79,099	80,828	82,583	84,687	84,832	3,000	3,000	3,100	3,500	3,500	3,200	1	0	1	0	0	0	0	1	0	0
190,000	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	828	0	1	0	1	0	0	0	1	0	0
420,000	39	0	0	0	0	0	0	204,984	209,929	190,689	173,547	176,980	180,109	8,006	7,000	6,000	6,500	6,500	10,000	1	0	0	1	0	0	0	1	0	0
80,000	31	0	0	2	0	0	0	56,195	60,067	58,535	59,730	61,236	70,617	4,808	0	2,169	2,500	10,400	0	0	1	0	0	1	0	1	0	0	0
90,000	51	0	0	0	0	2	0	11,315	12,340	13,349	14,276	13,904	14,184	1,212	1,221	1,148	0	510	525	0	1	0	0	1	0	0	0	1	1
50,000	31	0	0	0	0	0	0	50,758	49,517	49,528	44,768	40,295	33,088	2,501	2,005	1,312	1,614	1,706	0	1	0	1	0	0	0	0	1	0	0
100,000	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	1
90,000	44	2	0	0	0	0	0	89,875	92,338	87,511	47,796	48,306	49,054	4,000	4,200	1,700	1,800	2,083	1,827	1	0	0	1	0	0	1	0	0	1
340,000	33	0	0	2	0	0	2	63,201	68,466	64,478	67,271	62,269	56,502	8,100	0	5,000	5,000	0	10,000	0	1	1	0	0	0	0	1	0	0
500,000	30	0	0	0	0	0	0	137,243	129,722	128,006	125,294	92,276	96,112	5,000	5,116	5,000	5,000	5,000	5,000	0	1	1	0	0	0	0	1	0	0
30,000	22	1	2	0	0	0	0	16,549	17,085	17,003	7,150	6,508	8,459	1,500	1,396	2,000	178	2,000	2,000	0	1	0	1	0	0	0	1	0	0
130,000	48	-2	-2	-2	-2	-2	-2	1,115	1,897	1,020	3,640	948	9,071	1,902	1,023	3,650	950	9,093	4	1	0	0	1	0	0	1	0	0	0
150,000	38	-2	-2	-2	-2	-2	-2	6,682	2,659	2,178	1,536	626	621	2,669	2,184	1,542	626	621	1,591	1	0	0	1	0	0	0	1	0	0
200,000	53	-2	-1	-1	-1	-1	-1	513	974	4,271	3,696	0	2,099	974	4,271	3,696	0	2,099	7,784	1	0	1	0	0	0	1	0	0	0
480,000	44	0	0	0	0	0	0	350,110	316,685	312,615	316,685	302,248	311,651	14,082	15,023	15,098	10,008	15,045	20,164	1	0	1	0	0	0	1	0	0	0
50,000	26	0	0	0	-1	-1	-1	5,385	4,754	-43	1,757	-765	18,032	2,000	0	1,800	0	19,000	4,000	1	0	0	1	0	0	0	1	0	0
210,000	30	1	-2	-1	-1	2	0	0	0	474	17,171	16,625	17,030	0	474	17,171	0	800	5,000	0	1	0	1	0	0	0	1	0	0
10,000	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	1	0	0	0	1	0	0	1	0	0