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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	marriage:1 float64 0 1	marriage:2 float64 0 1	default.payment.next.month int64 0 1
230,000	32	-2	-2	-2	-2	-2	-2	2,785	3,943	3,126	3,126	500	500	1,223	1,000	0	0	0	0	1	0	1	0	0	0	0	1	0
30,000	28	0	-1	-1	-1	-2	-2	13,568	3,166	821	0	0	0	3,166	821	0	0	0	0	0	1	1	0	0	0	0	1	0
50,000	48	2	0	0	0	0	0	49,913	50,588	50,245	19,424	19,829	20,386	2,077	1,311	689	712	879	799	1	0	0	1	0	0	1	0	0
50,000	24	0	0	2	2	2	2	29,595	31,798	32,979	32,152	34,668	33,961	3,000	2,000	0	3,200	0	1,600	1	0	1	0	0	0	0	1	1
80,000	30	0	0	0	0	0	0	127,580	91,812	96,599	93,389	29,716	27,283	13,000	6,000	5,122	5,012	13,000	18,000	0	1	0	1	0	0	0	1	0
120,000	42	0	0	0	0	0	0	112,237	114,467	116,900	119,228	121,805	115,463	4,097	4,278	4,308	11,540	5,685	4,390	0	1	1	0	0	0	1	0	0
220,000	33	0	0	0	0	0	0	204,205	210,183	212,877	189,161	180,715	171,449	20,000	10,000	8,140	8,000	7,000	10,000	0	1	1	0	0	0	1	0	0
200,000	33	0	0	0	0	0	0	181,542	173,731	152,447	119,730	122,537	109,504	7,100	5,354	4,363	4,816	4,381	3,330	1	0	0	0	1	0	0	1	0
50,000	37	0	0	0	0	0	0	46,990	48,233	49,291	28,314	28,959	29,547	2,000	2,019	1,200	1,100	1,069	1,000	0	1	0	1	0	0	1	0	0
300,000	39	-1	-1	-1	-1	-1	-1	20,938	21,064	26,041	18,158	18,147	45,199	21,169	26,171	18,249	18,238	45,301	120	1	0	1	0	0	0	1	0	0
250,000	32	0	0	0	0	-1	-1	33,323	30,090	21,218	10,875	3,328	1,460	2,038	2,065	52	3,336	1,460	1,000	0	1	1	0	0	0	0	1	0
170,000	48	0	0	0	-1	0	0	6,203	9,932	-157,264	166,969	164,040	166,416	5,079	0	332,809	6,000	6,000	6,100	1	0	1	0	0	0	0	1	0
210,000	30	0	0	0	0	0	0	87,292	89,534	89,173	91,489	93,463	95,021	4,600	3,789	3,811	3,465	3,186	4,389	0	1	1	0	0	0	0	1	0
80,000	22	0	0	0	0	0	0	76,737	70,614	68,502	27,160	27,712	29,245	3,500	10,092	966	2,000	2,000	1,037	0	1	0	1	0	0	0	1	0
140,000	24	0	0	0	0	0	0	34,814	35,806	36,823	36,285	36,683	37,150	1,887	3,000	1,580	1,294	1,355	5,000	0	1	0	1	0	0	0	1	0
50,000	46	0	0	-2	-2	-1	0	51,400	0	0	0	50,108	50,765	0	0	0	50,108	2,363	390	1	0	0	1	0	0	1	0	0
80,000	50	0	0	0	0	0	0	46,239	46,914	47,918	47,620	48,571	48,525	1,754	2,210	1,700	1,614	1,600	1,600	0	1	0	0	1	0	0	1	0
20,000	43	2	2	2	2	4	3	14,301	17,069	17,818	20,251	19,657	19,072	3,000	1,300	3,000	0	0	0	1	0	0	1	0	0	1	0	1
260,000	30	0	0	0	0	-1	-1	83,138	93,416	84,117	28,683	3,154	13,603	14,038	5,018	10,000	3,154	13,603	9,189	0	1	1	0	0	0	0	1	0
200,000	28	-1	-1	2	-1	-1	-1	38,783	62,793	1,286	1,117	1,117	0	26,286	0	1,117	1,117	0	1,128	0	1	1	0	0	0	0	1	0
220,000	38	0	0	0	0	0	0	212,795	211,043	212,759	218,541	167,743	165,300	8,909	7,500	9,000	6,729	6,000	7,009	1	0	1	0	0	0	0	1	1
30,000	26	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	8,000	0	0	0	1	0	1	0	0	0	0	1	0
210,000	35	-1	-1	-1	-1	0	-1	188	971	2,871	5,087	1,943	3,392	971	2,871	5,087	0	3,392	4,000	0	1	0	1	0	0	1	0	1
350,000	38	-2	-2	-1	0	0	0	362	792	3,015	6,980	8,762	7,532	792	3,019	4,580	4,000	284	1,000	0	1	0	0	1	0	1	0	0
50,000	58	0	0	0	0	0	0	7,308	7,987	8,582	9,719	9,692	9,663	1,200	1,500	1,300	500	500	500	0	1	0	0	1	0	1	0	0
50,000	24	0	0	0	0	0	0	46,521	47,597	48,799	41,286	16,764	16,960	2,150	2,352	1,239	717	585	589	1	0	0	1	0	0	0	1	0
70,000	31	0	0	-2	-2	-2	-2	45,450	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0
240,000	29	-1	-1	-1	-1	-1	-1	358	176	0	540	100	2,600	176	0	540	100	2,600	704	0	1	1	0	0	0	0	1	0
150,000	50	3	2	0	0	-2	-1	3,227	3,029	3,964	0	0	2,322	0	1,000	0	0	2,322	0	0	1	0	1	0	0	1	0	0
290,000	47	-2	-2	-2	-2	-2	-2	3,700	18,019	4,516	8,140	59,512	2,716	18,035	4,516	8,140	59,512	2,716	3,516	1	0	1	0	0	0	1	0	0
30,000	39	0	-1	-1	2	0	0	22,215	18,243	29,013	28,256	28,979	31,369	18,243	11,500	0	1,177	3,000	0	0	1	0	1	0	0	1	0	0
180,000	39	1	-2	-2	-1	3	2	0	0	0	300	300	150	0	0	300	0	0	645	0	1	0	0	1	0	1	0	0
340,000	35	0	0	0	0	0	0	39,229	40,747	41,930	43,397	44,710	46,143	2,000	2,000	2,000	2,000	2,000	2,000	1	0	0	1	0	0	1	0	0
80,000	26	0	0	0	0	0	0	46,738	48,237	49,642	52,052	40,505	41,471	3,001	3,000	3,000	3,000	1,637	2,928	0	1	0	1	0	0	0	1	0
280,000	41	0	0	0	0	0	0	96,590	99,755	81,244	81,193	82,470	49,630	5,000	3,000	3,007	5,000	2,000	1,700	0	1	1	0	0	0	1	0	0
200,000	28	-2	-2	-2	-2	-2	-2	778	504	3,724	445	8,963	482	506	3,742	447	9,007	484	489	1	0	1	0	0	0	0	1	0
230,000	30	0	0	0	0	0	0	5,442	5,142	5,305	5,661	3,935	4,460	1,210	3,116	1,000	2,000	2,000	2,000	0	1	1	0	0	0	1	0	0
80,000	40	2	2	0	0	0	0	81,428	78,041	75,945	61,740	29,089	28,267	4	3,716	2,000	1,000	1,000	2,000	0	1	0	0	1	0	0	1	1
130,000	33	1	2	2	2	0	0	36,672	35,807	40,851	39,526	41,346	40,630	0	6,000	0	3,000	1,000	1,100	1	0	1	0	0	0	0	1	0
160,000	43	0	0	-2	-2	-2	-2	8,460	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0
30,000	38	2	2	0	0	2	2	5,685	5,448	7,347	8,024	7,751	9,607	0	2,000	800	0	2,000	0	0	1	0	0	1	0	1	0	1
300,000	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	1
350,000	44	0	0	0	0	-1	-1	110,819	115,058	76,156	51,500	150	500	6,000	4,000	2,500	150	500	0	0	1	1	0	0	0	1	0	0
500,000	36	0	0	0	-1	-1	-1	64,266	47,971	25,581	15,406	6,196	45,045	26,000	11,725	15,406	6,903	45,045	10,000	0	1	1	0	0	0	1	0	0
50,000	30	1	2	0	0	2	0	49,233	48,146	50,029	50,921	48,809	49,639	0	3,000	5,000	0	1,815	2,000	1	0	1	0	0	0	0	1	1
230,000	28	0	0	0	0	0	0	54,228	21,092	18,481	15,609	5,802	72,049	1,500	1,139	600	800	70,196	3,000	0	1	0	1	0	0	1	0	0
140,000	43	-1	-1	-1	-1	-1	-1	1,453	1,872	1,249	1,872	1,453	1,453	1,872	1,249	1,872	1,453	1,453	1,034	1	0	1	0	0	0	1	0	0
220,000	41	0	0	0	0	0	0	32,016	29,052	23,115	20,354	7,438	4,887	2,004	2,009	5,004	1,000	1,000	3,000	0	1	0	1	0	0	0	1	1
80,000	34	0	0	0	0	0	2	72,463	77,862	78,520	69,750	48,707	47,418	7,000	3,000	3,000	3,600	0	2,000	1	0	0	0	1	0	0	1	1
80,000	34	1	2	2	2	2	2	71,104	72,737	73,987	72,199	76,621	78,451	3,400	3,000	0	5,637	3,200	0	1	0	0	0	1	0	1	0	1
310,000	29	0	0	0	0	0	0	29,906	14,780	18,261	41,540	50,803	59,927	14,750	5,000	24,000	10,000	10,000	30,000	0	1	1	0	0	0	0	1	0
330,000	28	0	0	0	0	0	0	53,260	37,207	40,560	41,978	46,728	40,502	2,000	4,000	2,000	5,039	2,164	2,000	1	0	0	1	0	0	0	1	0
500,000	39	0	0	0	0	0	0	315,201	332,071	375,070	354,839	369,532	367,399	25,000	50,000	20,000	19,586	14,122	12,022	1	0	0	0	1	0	1	0	0
30,000	31	1	2	2	2	2	2	14,107	14,779	14,252	16,205	15,647	17,091	1,200	0	2,200	0	1,700	0	1	0	1	0	0	0	1	0	1
10,000	28	-1	2	-1	2	3	2	619	619	8,642	9,151	8,023	5,475	0	8,642	800	107	200	0	1	0	0	1	0	0	0	1	1
20,000	32	0	0	0	0	0	2	3,448	4,460	5,326	6,574	7,417	2,246	1,230	1,096	1,344	1,187	285	66	1	0	0	0	1	0	0	1	0
310,000	32	-2	-2	-2	-2	-2	-2	90,654	20,784	5,649	9,141	5,122	380	27,778	5,649	9,141	5,122	380	2,475	0	1	1	0	0	0	0	1	0
280,000	32	0	0	0	0	0	0	35,038	36,558	39,070	40,545	42,995	46,278	2,000	3,000	2,000	3,000	4,000	7,200	1	0	0	1	0	0	0	1	0
80,000	33	-2	-2	-1	-1	0	0	47,867	31,925	731	55,541	56,703	57,833	1,925	731	56,000	2,055	2,070	4,447	0	1	0	1	0	0	0	1	0
50,000	36	1	-2	-2	-2	-2	-1	0	0	0	0	0	2,949	0	0	0	0	2,322	0	1	0	0	1	0	0	1	0	0
40,000	45	1	2	0	0	0	0	11,402	10,928	11,940	12,241	12,544	12,835	0	1,200	500	500	500	500	0	1	0	1	0	0	1	0	1
80,000	25	0	0	0	0	0	0	40,764	41,765	42,251	46,475	48,156	50,419	2,000	1,776	5,000	3,000	5,000	2,500	0	1	1	0	0	0	0	1	0
20,000	51	2	0	0	0	0	0	14,815	15,837	16,852	17,188	17,546	17,895	1,264	1,279	615	635	639	664	1	0	0	0	1	0	1	0	0
50,000	39	0	0	0	0	0	0	47,378	48,333	48,638	49,207	49,599	50,594	2,105	1,800	1,735	1,938	1,960	2,000	1	0	0	1	0	0	0	1	0
50,000	33	1	2	2	2	2	2	40,159	41,323	40,364	42,781	41,966	48,865	2,100	0	3,400	0	7,800	0	1	0	0	1	0	0	0	1	1
140,000	44	1	-1	-1	-1	-1	-1	-9	900	311	7,867	1,031	1,117	909	311	7,867	1,031	1,117	0	0	1	0	0	1	0	1	0	0
220,000	35	-1	-1	-1	-1	-1	-1	5,564	7,443	5,572	5,572	5,572	5,774	7,479	5,600	5,600	5,600	5,802	3,279	0	1	1	0	0	0	0	1	0
20,000	23	0	0	2	0	0	0	11,672	8,584	8,279	8,444	8,621	8,868	2,424	0	284	294	371	500	0	1	1	0	0	0	0	1	0
20,000	25	1	2	0	0	0	0	15,863	14,498	15,064	13,605	11,844	10,152	0	1,157	574	423	374	648	1	0	0	1	0	0	0	1	0
20,000	22	1	2	2	2	0	0	14,380	13,536	15,040	14,174	14,472	14,763	0	2,040	0	526	532	1,585	1	0	0	1	0	0	0	1	0
330,000	33	1	-2	-2	-1	0	0	-271	-1,648	-2,437	95,131	46,017	46,470	0	0	102,680	1,728	1,695	2,000	0	1	0	1	0	0	0	1	0
80,000	45	0	0	0	0	0	0	78,083	79,829	80,896	53,052	91,667	47,160	3,045	2,545	2,100	1,700	3,374	1,740	0	1	0	1	0	0	0	1	0
250,000	44	0	0	0	0	0	0	175,070	175,494	175,711	153,130	153,859	103,593	8,000	6,018	6,887	6,000	4,001	12,000	1	0	0	1	0	0	0	1	0
240,000	42	1	2	2	0	0	0	187,558	187,333	163,332	166,813	170,739	174,532	6,700	0	6,900	6,000	6,000	6,000	0	1	0	1	0	0	0	1	1
100,000	30	0	0	0	0	0	0	97,062	74,352	75,004	76,705	78,168	80,347	2,800	2,700	5,400	3,500	3,500	3,200	0	1	0	1	0	0	1	0	0
80,000	40	2	2	2	2	0	0	78,610	80,666	82,713	80,838	49,575	48,354	3,900	4,000	0	1,920	1,800	1,800	0	1	0	1	0	0	1	0	1
170,000	27	-1	-1	2	-1	-1	-1	356	1,472	736	736	736	736	1,536	0	736	736	736	736	0	1	1	0	0	0	0	1	0
50,000	30	0	0	0	2	2	2	60,762	58,791	59,529	55,405	55,904	52,160	2,300	4,400	0	4,000	0	4,000	1	0	1	0	0	0	0	1	1
30,000	30	0	0	0	0	0	0	29,265	28,901	28,883	29,411	24,602	22,760	2,000	1,655	1,513	499	688	0	0	1	0	1	0	0	1	0	0
80,000	25	1	2	2	0	0	0	80,906	82,789	80,903	80,215	63,296	49,854	3,800	6	3,636	2,646	2,000	1,830	1	0	0	1	0	0	1	0	0
210,000	26	0	0	-2	-2	-1	2	9,358	-27	-27	-27	3,073	2,878	0	0	0	3,100	0	2,003	1	0	0	1	0	0	0	1	0
50,000	34	0	0	0	0	0	-2	43,796	44,423	29,980	30,000	0	0	2,100	1,200	1,000	0	0	0	1	0	1	0	0	0	0	1	0
500,000	34	0	0	0	0	0	0	144,774	130,097	134,810	145,182	141,062	135,358	20,053	19,000	15,000	10,040	15,000	20,000	0	1	0	1	0	0	1	0	0
160,000	27	1	-1	-1	-2	-2	-1	0	1,519	0	0	0	2,755	1,519	0	0	0	2,755	966	0	1	0	1	0	0	0	1	1
30,000	31	0	0	0	-2	-2	-2	26,830	30,900	0	0	0	0	5,000	0	0	0	0	0	0	1	0	1	0	0	0	1	0
180,000	28	2	0	0	0	0	0	117,328	115,140	73,730	64,600	2,500	0	4,117	3,504	3,000	0	0	0	0	1	0	0	0	1	1	0	0
140,000	29	0	0	0	0	-2	-2	132,629	55,185	56,000	0	0	0	5,000	2,000	0	0	0	0	1	0	0	1	0	0	0	1	0
50,000	38	2	3	2	0	0	0	64,760	60,747	54,902	54,280	18,595	18,838	2,000	0	1,200	15,000	2,000	1,000	0	1	1	0	0	0	1	0	0
20,000	27	0	0	0	0	0	0	13,384	14,153	15,417	16,944	18,992	15,888	1,300	1,500	2,000	2,048	0	4,500	1	0	0	0	1	0	0	1	1
20,000	69	0	0	0	0	0	0	18,516	19,193	18,578	17,989	19,533	20,039	1,700	2,000	2,000	2,000	831	400	1	0	0	0	1	0	1	0	0
110,000	34	1	2	3	2	0	0	53,524	58,646	57,156	54,984	57,437	59,204	6,600	0	0	4,000	3,500	2,200	1	0	0	1	0	0	1	0	1
290,000	36	0	0	0	0	0	0	57,721	57,256	57,094	55,293	54,738	55,435	2,514	3,007	2,004	2,101	2,503	2,503	0	1	1	0	0	0	0	1	0
90,000	28	0	0	0	0	0	0	41,138	38,755	38,448	37,612	36,174	33,769	2,000	1,866	1,347	1,065	1,041	1,500	0	1	0	1	0	0	0	1	0
280,000	43	0	0	0	0	0	0	273,535	280,598	141,996	131,471	134,963	139,471	12,000	7,300	5,000	6,000	7,000	6,000	0	1	0	1	0	0	0	1	0
110,000	28	1	2	0	0	0	0	106,932	103,381	75,794	76,947	79,105	72,344	27	4,000	3,000	3,000	10,000	3,000	0	1	0	1	0	0	1	0	0
200,000	50	0	0	0	0	0	0	162,296	169,288	168,430	100,175	95,267	87,086	13,000	6,900	4,200	3,000	3,200	6,000	0	1	0	0	1	0	1	0	0
350,000	31	0	-1	-1	-2	-2	-2	51,900	1,000	0	0	0	0	1,000	0	0	0	0	0	1	0	1	0	0	0	0	1	0
50,000	22	2	2	2	0	0	0	45,614	50,781	45,429	28,927	19,896	19,475	5,991	41	1,617	816	1,003	1,004	1	0	0	1	0	0	0	1	0
650,000	29	1	-1	-1	-1	0	0	21,289	518	216	2,482	5,178	5,506	3,000	1,000	2,500	3,500	4,000	3,000	0	1	1	0	0	0	0	1	0
120,000	36	-1	-1	-1	-1	-1	0	326	326	326	326	652	326	326	326	326	652	0	290	1	0	0	0	1	0	1	0	0