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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:4 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
270,000	47	0	0	0	0	0	0	161,999	165,303	168,837	172,281	175,705	179,582	6,000	6,200	6,254	6,290	6,710	8,250	1	0	0	0	1	0	0	1	0	0	0
100,000	33	0	0	2	0	0	0	90,825	97,242	94,407	95,124	96,354	64,168	8,800	0	2,951	2,300	7,174	2,700	0	1	1	0	0	0	0	0	1	0	0
70,000	33	0	0	0	0	0	0	52,901	43,981	33,439	24,926	10,681	7,431	2,011	1,683	3,160	3,000	3,000	5,060	0	1	0	1	0	0	0	1	0	0	0
470,000	33	0	0	0	0	0	0	43,353	47,682	46,429	43,405	42,796	44,171	5,000	2,600	1,500	1,500	2,000	1,500	0	1	0	1	0	0	0	0	1	0	0
20,000	42	1	2	2	2	0	0	8,395	8,114	10,293	9,979	10,329	10,391	0	2,479	0	515	377	617	0	1	0	1	0	0	0	1	0	0	0
120,000	30	-2	-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	0
610,000	35	0	0	0	0	0	0	389,335	388,150	392,776	399,343	402,432	409,912	14,117	14,100	14,144	17,100	17,500	3,600	0	1	1	0	0	0	0	0	1	0	0
20,000	28	1	2	2	2	0	0	2,013	1,837	3,831	2,825	1,970	1,735	0	2,212	0	0	175	0	1	0	0	1	0	0	0	0	1	0	0
330,000	47	-2	-2	-1	0	0	0	19,540	23,240	166,722	215,506	138,371	21,757	25,487	166,744	60,057	560	17,921	201,134	1	0	0	1	0	0	0	1	0	0	0
30,000	43	2	0	0	0	0	0	30,346	29,885	20,453	16,076	15,844	15,785	1,702	1,531	1,544	702	724	557	0	1	0	0	1	0	0	1	0	0	1
50,000	36	0	0	0	0	0	-2	9,214	10,359	7,350	7,500	0	0	1,351	1,500	150	0	0	0	0	1	0	1	0	0	0	1	0	0	0
50,000	22	1	2	0	0	0	2	5,139	4,911	5,924	6,822	7,411	9,146	0	1,102	1,000	1,000	2,000	3,000	0	1	0	1	0	0	0	0	1	0	0
60,000	57	0	0	0	0	0	0	15,602	16,629	17,638	17,989	18,383	21,781	1,284	1,293	644	684	3,721	761	1	0	0	0	1	0	0	0	1	0	0
170,000	27	0	0	0	0	0	0	64,195	66,163	67,856	38,803	40,259	41,541	3,000	3,000	2,308	3,000	3,000	1,800	0	1	0	1	0	0	0	0	1	0	0
180,000	28	-1	-1	2	0	0	0	390	1,345	955	1,565	2,175	2,159	1,345	0	1,000	1,000	400	1,000	0	1	1	0	0	0	0	0	1	0	0
30,000	53	0	0	0	0	0	0	18,112	18,456	19,004	19,030	24,541	26,305	1,329	1,267	683	8,000	2,731	0	1	0	0	1	0	0	0	1	0	0	0
90,000	27	-1	-1	-1	0	0	0	509	511	4,451	4,104	8,993	5,382	511	4,451	82	5,161	108	0	0	1	0	1	0	0	0	0	1	0	1
400,000	54	-2	-2	-2	-2	-2	-2	1,348	21,411	-25	4,895	48,976	15,319	21,532	0	4,920	49,221	15,395	0	1	0	1	0	0	0	0	1	0	0	0
40,000	29	0	0	2	2	2	2	26,461	29,425	30,145	29,361	33,893	34,487	3,400	1,500	0	5,000	1,300	0	0	1	1	0	0	0	0	0	1	0	1
70,000	22	0	0	0	0	0	0	65,793	26,665	22,630	14,573	15,127	12,596	2,000	1,400	291	1,500	5,000	2,000	0	1	0	1	0	0	0	0	1	0	0
360,000	30	-1	-1	-1	-1	-1	-1	30,627	4,297	2,720	2,040	2,722	5,057	4,318	2,740	2,050	2,736	5,273	5,105	1	0	1	0	0	0	0	0	1	0	0
360,000	35	-2	-2	-1	2	2	-2	0	0	1,300	300	0	598	0	1,300	0	0	598	1,352	1	0	0	1	0	0	0	1	0	0	0
490,000	41	1	2	0	0	0	0	230,090	224,913	227,998	217,660	194,641	199,344	0	12,000	12,000	8,000	8,000	8,000	1	0	1	0	0	0	0	1	0	0	0
210,000	26	0	0	0	2	0	0	107,948	107,525	108,971	96,011	87,644	82,077	5,407	9,145	12	3,004	3,000	4,370	0	1	0	1	0	0	0	0	1	0	0
160,000	39	-2	-2	-2	-2	-2	-2	6,089	2,376	0	0	0	0	2,400	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0
280,000	33	-2	-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	0
180,000	34	-1	-1	-1	-1	-1	-1	194	191	187	176	188	187	200	187	180	200	187	750	0	1	0	1	0	0	0	0	1	0	0
30,000	35	-1	-1	2	0	0	0	11,359	27,657	26,745	27,345	25,300	0	27,657	0	1,000	0	0	0	0	1	0	1	0	0	0	1	0	0	0
100,000	37	0	0	0	0	0	0	100,253	101,587	100,095	98,569	99,534	100,013	4,500	4,500	5,000	4,000	3,500	3,627	0	1	0	1	0	0	0	1	0	0	0
150,000	52	0	0	0	0	0	0	126,810	58,955	29,332	36,796	19,912	23,126	5,000	13,003	15,000	11,000	10,000	3,000	0	1	1	0	0	0	0	0	1	0	0
140,000	30	2	2	2	2	2	0	145,627	145,339	136,223	113,942	109,652	109,118	6,005	210	7,903	0	4,183	4,213	1	0	0	0	1	0	0	0	1	0	0
40,000	30	0	0	0	2	0	0	18,927	21,295	25,921	25,209	26,636	29,197	3,000	5,000	0	2,000	3,000	0	0	1	1	0	0	0	0	0	1	0	0
260,000	30	0	0	0	0	0	0	19,674	17,810	19,753	21,550	21,032	19,979	2,000	3,000	3,000	3,000	3,000	3,000	0	1	0	1	0	0	0	0	1	0	0
130,000	35	0	0	0	0	0	0	105,976	108,127	110,356	111,070	113,441	115,649	5,400	5,460	4,033	4,220	4,199	4,427	0	1	0	1	0	0	0	1	0	0	0
100,000	29	0	0	0	-1	-1	-1	7,815	11,139	3,708	2,180	1,949	717	5,000	1,000	2,180	1,949	717	39,000	0	1	0	1	0	0	0	0	1	0	0
80,000	39	0	0	0	0	0	0	51,644	53,177	52,446	49,999	41,411	42,328	3,000	2,037	2,000	1,499	2,000	1,623	0	1	0	1	0	0	0	1	0	0	0
200,000	41	1	2	0	0	2	2	150,406	151,415	156,476	163,330	162,163	170,867	5,000	7,500	11,000	3,000	11,365	7,000	1	0	1	0	0	0	0	1	0	0	1
140,000	39	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	1
260,000	34	-1	-1	-1	-1	-1	-1	49,657	291	51,058	2,351	34,039	291	291	51,058	35,696	34,039	291	291	1	0	1	0	0	0	0	1	0	0	0
20,000	23	0	0	0	0	0	-2	16,371	17,801	18,256	18,425	0	0	2,000	1,200	369	0	0	0	0	1	0	0	0	0	1	0	1	0	0
210,000	51	2	0	0	0	0	2	42,795	43,787	44,826	45,544	48,497	47,591	2,007	2,046	1,764	3,717	0	1,885	0	1	0	0	1	0	0	0	1	0	1
280,000	25	0	0	0	0	0	0	8,574	10,420	12,211	12,639	22,439	18,096	2,000	2,000	3,000	10,000	5,096	12,704	0	1	0	0	0	1	0	0	1	0	0
120,000	42	2	2	0	0	2	0	63,598	61,987	64,373	69,164	67,453	72,997	0	4,000	6,500	0	6,639	4,000	1	0	1	0	0	0	0	1	0	0	0
150,000	42	0	0	0	0	0	0	89,341	79,904	72,182	61,014	49,502	46,055	5,000	6,000	3,000	2,000	10,000	5,000	0	1	0	1	0	0	0	0	1	0	0
150,000	28	0	0	0	0	0	0	152,105	137,472	118,583	95,094	50,999	35,383	6,300	4,500	2,524	2,000	2,000	92,000	0	1	0	0	0	0	1	1	0	0	0
30,000	24	-1	0	0	0	0	0	19,998	21,212	18,127	14,439	11,026	10,523	3,001	2,013	2,001	2,002	1,500	20,000	0	1	1	0	0	0	0	0	1	0	0
20,000	25	0	0	0	0	0	2	14,603	15,661	16,394	16,723	18,056	17,618	1,600	1,300	600	1,600	0	800	0	1	1	0	0	0	0	0	1	0	0
100,000	36	0	0	0	0	0	0	92,688	94,925	96,865	99,196	101,000	0	3,000	2,746	3,156	3,000	0	0	0	1	0	1	0	0	0	1	0	0	0
420,000	46	0	0	0	0	0	0	347,531	345,620	344,364	202,241	196,082	189,064	13,503	15,031	7,011	7,010	7,013	7,015	0	1	0	1	0	0	0	1	0	0	0
230,000	36	-1	-1	2	2	2	0	3,872	5,376	3,878	4,824	2,720	1,526	2,000	397	2,720	0	1,000	435	1	0	0	1	0	0	0	1	0	0	0
110,000	22	0	0	0	0	0	0	99,209	54,218	40,110	41,362	41,296	41,225	1,766	2,000	2,000	2,000	2,000	2,000	1	0	0	1	0	0	0	0	1	0	1
330,000	39	0	0	0	0	0	0	365,672	346,014	334,826	265,256	264,516	264,079	12,350	12,780	9,400	20,000	9,610	10,200	1	0	1	0	0	0	0	0	1	0	0
290,000	26	1	2	2	0	0	0	18,099	18,912	18,249	20,305	26,615	27,063	1,400	0	2,305	6,615	1,896	2,358	0	1	0	1	0	0	0	0	1	0	0
100,000	44	0	0	0	0	0	0	89,988	92,388	94,478	59,387	60,953	59,786	3,852	4,135	2,200	2,521	2,162	2,697	0	1	0	0	1	0	0	0	1	0	0
210,000	53	0	0	2	0	0	0	88,680	86,225	84,144	86,894	88,779	90,641	7,350	0	4,000	3,153	3,268	3,202	0	1	0	0	1	0	0	1	0	0	0
180,000	38	-2	-2	-2	-2	-2	-2	750	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0
50,000	25	0	0	0	0	0	0	47,410	48,705	46,776	48,218	41,037	9,288	2,100	2,000	2,300	2,100	470	350	1	0	0	1	0	0	0	1	0	0	0
390,000	41	-1	0	0	-1	-1	0	7,445	14,439	7,391	948	4,592	2,777	10,038	1,036	952	4,601	13	2,229	1	0	1	0	0	0	0	1	0	0	0
140,000	44	0	0	-2	-2	-2	-2	110,575	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	1
10,000	28	0	0	0	0	0	0	1,474	2,641	3,745	4,642	5,642	6,342	1,196	1,300	1,000	1,000	700	1,208	1	0	0	1	0	0	0	1	0	0	0
20,000	30	2	2	2	2	0	0	16,855	17,272	19,820	19,104	19,646	20,527	1,000	2,832	0	658	1,151	0	1	0	1	0	0	0	0	0	1	0	1
50,000	27	2	2	2	2	2	2	54,529	53,143	53,782	50,982	51,740	49,062	1,800	3,900	300	3,400	0	4,000	1	0	0	0	1	0	0	0	1	0	0
280,000	55	-1	-1	0	0	2	-1	2,326	4,917	4,906	4,707	2,254	5,375	4,917	2,453	2,254	0	5,375	1,165	1	0	1	0	0	0	0	1	0	0	0
120,000	53	0	0	0	0	0	0	118,676	119,177	118,068	120,457	90,843	91,267	4,210	4,435	4,592	3,171	3,256	3,260	0	1	0	0	1	0	0	0	1	0	0
50,000	29	2	2	2	2	0	0	48,286	49,286	50,006	48,846	45,944	46,925	2,100	1,800	0	1,624	1,700	3,000	0	1	0	1	0	0	0	0	1	0	1
340,000	45	0	0	0	0	-1	-1	284,099	286,067	290,374	5,329	5,029	7,079	11,000	10,005	5,336	5,036	38,592	4,448	0	1	0	1	0	0	0	1	0	0	0
10,000	23	2	0	0	2	2	2	5,232	6,410	8,717	8,431	9,079	9,110	1,273	2,580	0	942	321	0	1	0	0	1	0	0	0	0	1	0	1
110,000	40	0	0	0	0	0	0	5,457	6,660	7,590	8,657	9,013	9,367	1,300	1,200	1,200	500	500	1,000	0	1	0	1	0	0	0	1	0	0	0
80,000	25	0	0	0	0	0	0	80,493	78,736	71,663	57,571	58,485	59,655	3,035	3,021	2,300	2,500	2,300	2,500	1	0	0	0	1	0	0	0	1	0	0
130,000	26	-1	0	0	-1	-1	-1	296	1,299	-1	500	0	936	1,003	0	501	0	936	1,002	1	0	0	1	0	0	0	0	1	0	1
250,000	41	-1	-1	-1	-1	-1	-1	390	390	390	1,130	1,683	2,587	390	390	1,130	1,683	2,587	0	1	0	1	0	0	0	0	1	0	0	1
70,000	43	2	0	0	0	0	0	46,092	40,094	39,610	31,047	27,431	16,693	1,700	1,700	1,243	1,000	500	1,000	0	1	0	0	1	0	0	1	0	0	0
350,000	27	0	0	0	0	0	0	312,770	320,400	268,598	250,304	251,436	249,891	14,599	10,334	5,728	8,242	13,138	4,520	0	1	1	0	0	0	0	0	1	0	0
50,000	47	0	0	2	2	2	2	45,717	47,974	49,837	50,807	49,947	50,424	3,000	3,000	2,000	0	5,000	0	1	0	1	0	0	0	0	1	0	0	0
180,000	34	-1	-1	-1	-1	-1	-1	13,067	6,170	3,439	1,193	381	1,516	6,170	3,444	1,193	381	1,516	542	1	0	0	1	0	0	0	1	0	0	0
350,000	37	0	0	0	0	0	0	70,257	73,151	47,298	25,692	24,542	23,697	20,001	5,045	3,000	2,005	3,001	4	1	0	0	0	1	0	0	1	0	0	0
170,000	36	2	2	0	0	0	0	177,116	172,711	167,796	168,915	121,713	120,909	0	6,700	6,000	4,500	6,000	4,100	1	0	1	0	0	0	0	0	1	0	0
280,000	45	0	0	0	0	0	0	294,995	316,345	334,612	262,625	172,344	182,776	26,345	24,612	22,625	12,344	12,776	11,852	0	1	0	0	1	0	0	1	0	0	0
230,000	41	0	0	0	0	0	0	301,038	305,327	213,058	216,260	215,968	174,195	9,405	7,769	7,757	8,030	6,549	5,226	1	0	0	1	0	0	0	1	0	0	1
20,000	24	0	0	0	0	0	0	17,697	18,445	19,382	18,440	18,826	17,311	1,634	1,571	629	652	618	640	1	0	0	1	0	0	0	0	1	0	0
260,000	36	0	0	0	0	0	0	200,593	206,178	208,601	213,025	214,931	219,001	8,500	7,000	7,508	7,500	7,595	7,000	0	1	0	1	0	0	0	1	0	0	1
30,000	52	0	0	0	0	-1	-1	20,533	20,819	21,990	15,525	25,242	0	2,000	2,000	5,000	25,242	0	5,000	0	1	0	1	0	0	0	1	0	0	1
230,000	30	0	0	0	0	-1	0	37,719	30,341	25,981	24,092	65,840	56,538	3,025	5,000	5,000	65,840	2,000	2,000	0	1	1	0	0	0	0	1	0	0	0
260,000	32	1	-2	-2	-2	-1	-1	3,581	-9	-9	1,935	999	0	0	0	1,944	999	0	0	1	0	0	1	0	0	0	0	1	0	0
70,000	30	0	0	0	0	0	0	19,758	8,960	9,949	10,298	10,511	9,764	1,162	1,151	500	513	424	195	0	1	0	1	0	0	0	0	1	0	0
20,000	22	0	0	0	0	0	0	19,583	16,810	17,941	19,327	19,155	19,422	1,300	1,409	1,795	623	512	185	0	1	0	1	0	0	0	0	1	0	0
20,000	56	0	0	0	0	-1	-1	17,977	19,194	18,405	0	380	-400	3,000	1,000	400	380	0	1,720	0	1	0	1	0	0	0	0	0	1	0
290,000	27	0	0	0	0	0	0	98,861	89,638	50,453	193,665	188,075	162,106	3,221	3,104	160,045	4,959	5,201	4,582	1	0	0	1	0	0	0	0	1	0	0
180,000	26	0	0	0	0	0	0	3,679	4,711	3,996	6,007	3,260	0	1,105	1,000	2,011	503	0	0	0	1	0	1	0	0	0	1	0	0	0
20,000	23	0	0	0	0	0	0	17,030	18,064	19,046	19,221	18,603	19,075	1,315	1,297	672	675	781	734	1	0	0	0	1	0	0	0	1	0	0
30,000	23	6	5	4	4	3	2	40,439	37,936	36,489	33,971	31,632	28,677	0	1,011	0	0	0	2,405	0	1	0	1	0	0	0	1	0	0	1
420,000	36	1	-2	-1	-1	0	0	944	1,819	1,133	10,415	7,792	-3	1,819	1,143	10,429	194	556	0	1	0	0	0	0	1	0	0	1	0	0
500,000	44	0	0	0	0	0	0	38,034	39,044	38,458	39,222	40,043	40,854	1,632	1,639	1,403	1,452	1,475	1,117	0	1	0	1	0	0	0	1	0	0	0
220,000	33	-2	-2	-2	-2	-2	-2	1,172	2,917	170	5,758	792	2,538	2,917	170	5,789	792	2,538	4,031	1	0	1	0	0	0	0	0	1	0	1
80,000	36	0	0	0	0	0	0	63,908	55,028	44,654	42,464	38,320	40,586	10,051	5,013	3,044	5,006	5,012	5,046	0	1	0	1	0	0	0	0	0	1	0
50,000	38	-1	-1	-1	-1	-1	-1	2,536	3,147	8,321	4,453	4,038	4,764	3,147	8,321	4,453	4,038	4,764	3,662	1	0	1	0	0	0	0	1	0	0	0
360,000	35	-1	-1	-1	-1	-1	-1	11,936	21,865	3,366	5,210	13,308	7,089	21,983	4,567	5,236	13,373	7,123	5,510	1	0	1	0	0	0	0	1	0	0	0
40,000	26	0	0	2	0	0	0	37,423	40,742	38,582	39,478	39,620	38,687	3,967	0	1,858	1,500	5,000	1,605	0	1	0	1	0	0	0	0	1	0	0
390,000	34	-1	-1	0	0	0	-1	3,060	60,248	53,157	73,183	69,592	24,629	60,248	7,183	66,000	0	24,629	43,433	0	1	1	0	0	0	0	1	0	0	0
100,000	33	1	-2	-2	-2	-1	0	0	0	0	0	79,679	79,691	0	0	0	79,679	3,300	3,210	1	0	0	1	0	0	0	0	1	0	0