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imodels
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credit-card

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train · 24k rows

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	default.payment.next.month int64 0 1
100,000	35	4	4	3	2	2	2	82,348	82,156	83,318	81,380	83,710	88,057	1,700	3,100	0	3,800	5,900	3,200	1	0	0	1	0	0	1	0	1
100,000	29	2	2	2	2	2	0	48,186	48,924	47,837	51,361	50,417	51,400	1,800	0	4,321	0	2,400	0	1	0	1	0	0	0	0	1	1
20,000	49	-1	-1	-1	-1	-2	-2	1,044	0	5,596	0	0	0	0	5,596	0	0	0	0	1	0	1	0	0	0	1	0	0
430,000	30	0	0	0	0	0	0	200,364	147,550	106,901	81,257	83,264	62,618	6,215	3,050	2,511	5,110	2,005	5,046	0	1	0	0	1	0	0	1	0
90,000	36	0	0	-1	0	0	0	79,642	79,001	18,318	18,982	19,371	19,608	1,580	19,789	1,295	1,000	849	1,000	0	1	0	0	1	0	1	0	0
220,000	44	2	2	0	0	0	2	34,510	33,661	34,913	36,334	38,729	39,062	0	2,100	2,000	3,000	1,100	1,700	0	1	1	0	0	0	1	0	1
80,000	60	0	0	0	0	-2	-2	53,315	47,740	50,100	0	0	0	3,300	6,267	0	0	0	4,189	1	0	1	0	0	0	1	0	0
20,000	22	0	0	0	0	0	0	17,958	18,499	19,762	19,807	19,830	20,347	1,329	1,592	637	700	827	357	0	1	0	1	0	0	0	1	0
380,000	53	-2	-2	-2	-2	-2	-2	360	360	360	720	360	360	360	360	720	0	360	360	1	0	1	0	0	0	1	0	0
20,000	46	-1	2	0	0	0	0	7,544	7,277	8,215	9,200	10,280	16,130	0	1,215	1,200	1,280	6,000	0	1	0	0	1	0	0	1	0	1
30,000	26	1	4	3	2	2	4	24,386	23,744	23,090	22,436	26,886	30,858	0	0	0	5,000	5,000	0	1	0	0	1	0	0	0	1	0
200,000	34	0	0	0	0	0	0	68,262	53,329	44,222	36,869	31,640	25,334	2,791	2,668	1,820	2,000	882	600	0	1	0	1	0	0	1	0	0
80,000	25	0	0	0	0	0	0	80,012	78,748	76,722	70,370	64,510	51,695	3,010	2,700	2,300	2,500	2,000	1,400	0	1	0	0	1	0	0	1	0
80,000	57	0	0	0	0	0	0	78,312	77,359	76,081	76,526	27,571	28,783	3,459	3,500	1,959	982	2,000	1,482	0	1	0	0	1	0	0	1	0
200,000	30	1	2	0	0	0	0	35,706	34,064	30,519	26,166	28,097	29,855	1,500	2,547	2,500	2,500	3,500	2,000	0	1	0	1	0	0	1	0	0
240,000	34	-2	-1	-1	-2	-2	-2	597	6,449	626	626	626	626	6,507	626	626	626	626	626	0	1	1	0	0	0	1	0	0
140,000	27	-2	-2	-2	-2	-2	-2	0	0	3,544	0	0	0	0	3,544	0	0	0	0	0	1	1	0	0	0	0	1	0
200,000	43	0	0	0	0	0	0	132,823	132,700	182,868	166,755	111,450	53,049	71,998	116,000	3,771	2,229	37,609	40,000	0	1	0	0	0	1	1	0	0
50,000	34	-2	-2	-2	-2	-2	-2	51,400	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0
80,000	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	1	0	0	1	0	1	0	0
70,000	23	0	0	0	-1	0	0	14,816	8,237	-2,601	69,823	30,446	29,585	1,000	695	73,820	1,042	1,054	1,024	0	1	0	0	1	0	0	1	0
330,000	31	0	0	0	-1	-1	0	165,042	163,406	137,664	3,381	40,635	40,490	9,000	7,558	5,000	42,054	3,000	2,000	1	0	1	0	0	0	0	1	0
60,000	24	0	0	0	0	0	0	29,832	18,628	15,069	15,761	5,879	-2,879	1,538	1,308	1,000	118	1,329	41,378	0	1	0	1	0	0	0	1	0
280,000	56	0	0	0	0	0	0	284,204	284,041	283,396	213,294	213,384	213,604	10,261	17,003	7,657	7,750	7,861	8,083	0	1	0	1	0	0	1	0	1
250,000	32	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	1	0	0	0	0	1	1
50,000	59	0	0	0	0	0	0	47,822	36,488	36,811	13,234	11,543	10,751	2,009	2,000	556	378	619	5,000	0	1	0	0	1	0	1	0	0
70,000	24	0	0	-2	-1	-1	0	36,175	0	0	680	69,257	68,557	0	0	680	71,867	9,812	2,900	0	1	0	1	0	0	0	1	0
240,000	30	-1	-1	-1	-1	-1	0	3,376	0	4,649	1,528	7,378	682	0	4,649	1,533	7,378	0	0	0	1	1	0	0	0	0	1	0
170,000	40	0	0	0	0	0	0	171,841	171,014	168,142	169,821	173,014	163,570	7,540	7,540	6,301	6,517	6,035	6,435	1	0	1	0	0	0	1	0	0
20,000	23	2	2	0	0	0	0	12,492	11,995	13,324	14,029	14,308	14,625	0	1,528	1,233	512	547	3,880	0	1	0	1	0	0	0	1	1
50,000	43	1	2	0	0	2	2	43,791	42,809	45,085	48,020	47,120	50,319	0	3,000	4,000	0	4,000	2,000	0	1	0	1	0	0	1	0	0
280,000	39	-2	-2	-2	-2	-2	-2	1,397	0	136	0	0	350	0	136	0	0	350	297	0	1	1	0	0	0	1	0	0
100,000	25	0	0	0	0	0	0	86,098	85,014	86,735	87,321	82,289	83,850	3,200	3,155	3,504	3,001	3,301	2,839	1	0	0	1	0	0	0	1	0
20,000	34	0	0	0	0	0	0	18,649	19,727	20,330	20,199	19,609	19,957	1,700	2,000	1,200	0	348	0	0	1	0	1	0	0	0	1	0
80,000	26	0	0	0	0	0	0	69,489	70,336	71,755	66,175	67,573	69,083	2,600	2,571	2,500	2,500	2,600	3,000	0	1	0	0	1	0	1	0	0
70,000	54	-1	0	0	0	0	0	20,706	21,410	22,437	23,448	23,914	24,415	1,351	1,378	1,389	855	885	1,132	1	0	0	1	0	0	1	0	0
80,000	27	1	2	0	0	0	0	57,004	55,220	43,506	39,025	40,017	29,797	0	1,900	1,418	1,800	1,300	1,000	0	1	0	1	0	0	0	1	0
80,000	47	0	0	0	0	0	0	33,590	34,524	34,038	33,231	33,440	5,513	2,079	1,200	0	816	365	5,000	0	1	0	0	1	0	1	0	0
210,000	34	0	0	0	0	0	0	73,329	74,261	75,602	76,062	76,287	76,971	2,700	3,500	3,300	3,000	3,000	3,000	0	1	1	0	0	0	1	0	0
50,000	52	1	2	2	2	0	0	50,757	78,196	43,733	85,652	29,775	30,243	0	5,607	16	1,167	1,051	1,165	1	0	0	1	0	0	1	0	1
110,000	35	0	0	0	0	0	0	6,137	7,040	3,861	4,869	4,966	5,070	1,053	1,073	1,081	178	184	185	0	1	0	1	0	0	1	0	1
30,000	25	1	2	0	0	0	0	29,304	28,534	29,906	30,524	28,915	29,524	0	1,831	1,449	1,100	1,051	1,281	0	1	0	1	0	0	1	0	1
300,000	37	-1	-1	-1	-1	-1	-1	5,771	3,217	19,615	11,123	10,266	12,467	3,217	19,615	11,123	10,266	12,467	5,041	0	1	1	0	0	0	1	0	0
100,000	30	0	0	0	0	-2	-2	23,939	23,572	24,148	0	0	0	1,500	1,011	0	0	0	0	0	1	0	1	0	0	0	1	0
500,000	53	-1	-1	-1	-1	-1	-1	107,782	10,961	11,525	3,228	9,146	2,430	11,016	11,602	3,244	9,191	2,442	7,992	1	0	1	0	0	0	1	0	0
220,000	40	-1	-1	-1	-1	-1	-1	13,654	12,312	23,031	7,229	3,942	2,132	12,312	23,031	7,234	3,942	2,132	5,809	0	1	1	0	0	0	0	1	0
510,000	31	1	-1	0	0	0	0	0	14,370	17,023	9,706	7,271	9,551	14,370	3,500	2,500	1,380	2,380	3,000	1	0	0	0	1	0	0	1	1
110,000	29	2	0	0	0	2	0	77,831	79,365	81,485	86,309	84,028	86,114	3,430	4,000	7,100	0	3,600	3,142	1	0	1	0	0	0	0	1	1
50,000	47	1	-1	2	2	-1	-1	-658	46,342	25,600	-400	40,000	0	47,000	0	0	20,400	0	0	1	0	0	1	0	0	1	0	1
500,000	42	-2	-1	0	0	-2	-2	5,121	29,478	43,892	6,420	49,240	6,772	31,305	43,864	6,453	49,470	3,723	103,686	1	0	1	0	0	0	1	0	0
360,000	30	-2	-1	2	2	-2	-2	0	1,000	1,000	0	0	0	1,000	0	0	0	0	0	1	0	0	1	0	0	0	1	0
240,000	35	-1	-1	0	-1	0	-1	5,770	10,412	4,578	5,928	5,619	13,227	10,420	1,150	5,928	3,619	13,227	7,764	0	1	1	0	0	0	1	0	0
280,000	41	-2	-2	-2	-2	-1	0	28,026	41,302	51,500	35,752	3,955	13,969	41,346	52,110	35,752	3,955	13,939	4,437	1	0	1	0	0	0	1	0	0
280,000	38	1	-1	-1	-1	-1	-1	4,608	5,393	2,369	3,700	5,024	5,188	5,410	2,380	3,709	5,849	5,606	5,299	1	0	1	0	0	0	1	0	0
10,000	52	-1	2	2	2	2	2	2,465	3,475	4,366	4,148	4,579	4,360	1,200	1,100	0	500	0	500	0	1	0	0	1	0	1	0	0
180,000	27	0	0	0	0	-1	0	212,751	205,797	206,670	31,546	141,189	138,880	40,000	37,000	3,270	194,989	5,753	5,000	1	0	1	0	0	0	0	1	0
80,000	38	2	-1	0	0	-1	0	389	754	1,965	390	985	370	755	1,800	0	985	0	399	0	1	1	0	0	0	1	0	1
320,000	39	0	0	0	0	0	0	38,332	63,396	66,871	69,339	31,525	30,861	30,000	4,700	3,000	5,000	5,000	7,000	0	1	0	1	0	0	1	0	0
80,000	54	2	2	2	0	0	0	12,894	15,449	14,909	14,915	15,382	16,374	3,084	0	550	707	1,400	200	0	1	1	0	0	0	1	0	1
190,000	32	1	2	2	2	2	0	13,041	13,936	13,415	14,590	14,216	14,823	1,400	0	1,400	0	1,000	1,000	1	0	0	1	0	0	1	0	0
50,000	23	1	2	2	0	0	2	42,586	43,813	42,779	38,180	40,685	37,662	2,200	0	1,600	3,300	0	1,600	0	1	0	1	0	0	0	1	0
400,000	30	0	0	0	0	0	0	68,835	60,549	63,047	65,508	66,954	68,411	2,600	3,000	3,000	2,000	2,002	3,020	0	1	0	1	0	0	1	0	0
290,000	55	0	0	0	0	0	0	21,372	25,278	29,127	32,901	36,634	40,460	5,000	5,000	5,000	5,000	5,000	5,000	1	0	0	0	1	0	1	0	0
320,000	50	-1	0	-1	-1	-1	-1	5,714	7,870	342	-6	1,252	0	3,000	342	2	1,500	0	10,701	0	1	0	1	0	0	0	1	0
20,000	43	-1	-1	-1	-1	-1	-1	390	390	390	390	540	930	390	390	390	540	780	0	1	0	0	1	0	0	0	1	0
150,000	43	0	0	0	0	0	0	105,416	106,773	106,500	104,670	55,442	55,936	5,800	4,648	2,000	2,889	2,700	94,000	1	0	0	1	0	0	1	0	0
500,000	42	1	1	0	0	0	0	9,615	9,996	177,741	163,299	159,110	135,658	1,054	177,080	4,425	5,666	4,825	100,225	1	0	1	0	0	0	1	0	0
50,000	40	0	0	0	0	0	0	48,519	35,968	29,453	26,660	26,235	27,647	1,800	1,755	1,500	1,101	2,000	1,135	0	1	1	0	0	0	1	0	0
350,000	27	0	0	0	0	0	0	16,022	17,059	17,772	18,127	18,536	19,224	1,600	1,300	650	700	1,000	750	0	1	0	1	0	0	0	1	0
20,000	52	0	0	2	0	0	0	9,410	11,840	11,260	11,260	11,260	0	2,600	0	0	0	0	0	0	1	0	0	1	0	1	0	0
360,000	48	0	0	0	0	0	0	202,783	202,036	202,918	202,197	199,002	197,781	10,000	10,000	10,000	7,500	8,000	8,000	0	1	1	0	0	0	1	0	0
80,000	36	0	0	0	0	0	0	19,211	20,237	21,268	23,903	24,367	24,964	1,337	1,368	3,003	1,000	1,000	2,000	1	0	0	1	0	0	0	1	1
340,000	36	0	0	0	0	0	0	183,898	185,268	326,074	276,519	251,815	218,706	60,075	160,444	10,143	7,190	6,283	5,208	0	1	1	0	0	0	1	0	0
90,000	32	0	0	0	0	0	0	88,729	88,533	91,001	90,661	51,620	52,668	3,500	3,908	4,328	2,100	2,500	1,308	0	1	0	1	0	0	1	0	0
20,000	41	2	0	0	0	0	0	18,738	18,986	20,110	19,584	16,539	19,466	1,376	1,500	593	2,701	4,261	941	1	0	0	0	1	0	1	0	1
70,000	40	0	0	0	0	0	0	60,525	60,932	60,190	25,126	24,718	27,726	14,011	14,494	6,019	7,010	8,007	5,008	0	1	0	0	1	0	0	1	0
80,000	41	-2	-2	-2	-2	-2	-2	7,274	6,280	21,016	14,422	5,157	6,579	6,280	21,115	14,422	5,157	6,579	11,251	0	1	0	1	0	0	1	0	0
50,000	41	0	0	0	0	0	0	43,383	43,397	43,395	42,334	12,316	9,997	1,992	2,251	1,451	540	503	430	1	0	0	0	1	0	0	1	0
100,000	26	0	0	0	0	0	0	30,928	32,186	32,949	33,680	34,419	37,782	2,500	2,000	2,000	2,000	4,500	40,000	1	0	0	1	0	0	0	1	1
350,000	36	1	-2	-2	-2	-1	0	0	0	0	0	11,525	11,760	0	0	0	11,525	235	2,270	0	1	0	1	0	0	1	0	0
70,000	34	0	0	0	0	0	0	40,498	41,192	42,274	43,596	44,173	45,309	1,668	1,750	2,023	1,600	1,850	5,800	0	1	1	0	0	0	1	0	0
130,000	43	0	0	0	0	0	0	135,390	134,974	132,242	122,832	55,232	78,266	6,329	5,472	5,701	2,211	38,663	2,350	0	1	0	1	0	0	1	0	0
260,000	38	-1	-1	2	2	-1	2	263	511	248	-15	3,526	263	512	1	1	3,805	1	527	1	0	1	0	0	0	1	0	0
120,000	47	-1	-1	-1	0	0	-1	2,486	151	2,853	2,896	1,149	1,758	260	5,753	1,153	3	1,759	4,084	1	0	0	1	0	0	1	0	1
240,000	31	0	0	0	0	0	-2	167,686	108,246	111,397	61,650	0	0	3,977	5,000	3,000	0	0	111,200	0	1	0	0	1	0	0	1	0
280,000	28	1	2	0	0	0	2	285,249	276,229	277,026	280,771	270,992	111,885	5	10,031	10,021	7,111	34	171,574	1	0	1	0	0	0	1	0	0
220,000	54	-1	0	0	-1	-1	-1	2,742	3,131	2,664	891	1,927	4,250	1,500	1,500	891	1,927	4,250	3,000	0	1	0	1	0	0	0	1	0
290,000	25	0	0	0	0	0	0	57,445	57,025	46,484	36,232	32,149	24,004	2,000	1,800	1,400	1,000	1,000	1,000	0	1	0	1	0	0	0	1	0
160,000	35	2	2	2	0	0	0	155,327	159,293	154,957	157,788	160,282	100,213	8,000	0	7,300	7,000	4,400	1,200	1	0	0	1	0	0	1	0	1
320,000	35	0	0	0	0	0	0	125,567	125,782	118,294	119,014	120,567	128,642	6,831	12,000	6,700	5,000	10,000	0	0	1	0	1	0	0	0	1	0
130,000	26	0	0	0	0	0	0	45,563	46,607	47,329	45,854	46,822	47,567	2,100	1,807	1,800	1,701	2,002	1,853	0	1	0	1	0	0	1	0	0
330,000	29	0	0	0	0	-1	-1	49,549	133,957	128,212	79,407	8,875	49,880	90,000	3,000	5,000	8,875	49,880	519	0	1	0	1	0	0	0	1	0
260,000	42	-1	-1	-1	-2	-2	-2	78	984	0	0	0	0	984	0	0	0	0	0	0	1	1	0	0	0	1	0	0
130,000	27	0	0	0	0	0	0	49,780	51,200	88,209	53,958	50,577	41,585	2,300	50,577	2,000	2,000	1,488	1,542	0	1	0	0	1	0	0	1	0
230,000	32	1	-2	-1	-1	-1	-1	0	0	2,809	4,595	792	3,404	0	2,809	4,606	792	3,404	0	0	1	1	0	0	0	1	0	0
50,000	25	-1	2	0	0	0	0	6,806	6,552	7,561	7,712	7,936	47,743	0	1,125	276	348	40,000	1,151	0	1	0	1	0	0	0	1	1
200,000	45	0	0	0	0	0	-1	54,721	52,285	48,615	41,322	0	4,300	2,209	2,109	10,006	0	4,300	1,191	0	1	0	0	1	0	1	0	0
210,000	27	0	0	0	0	0	0	15,663	8,513	8,607	9,137	10,637	3,443	1,500	1,006	1,500	1,500	2,600	99	0	1	1	0	0	0	0	1	0
200,000	28	0	0	0	0	0	0	203,357	201,115	192,220	180,090	184,603	189,340	7,064	7,048	6,000	6,500	7,430	0	1	0	0	0	1	0	0	1	0
90,000	28	-1	-1	-1	-1	-1	-1	2,780	1,950	7,956	499	0	5,990	1,950	7,956	499	0	5,990	0	0	1	1	0	0	0	0	1	0