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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
130,000	49	0	0	0	0	-1	-1	24,008	21,231	14,323	7,722	4,689	-3,614	3,000	5,000	2,822	5,000	0	6,500	1	0	0	1	0	0	0	1	0	0	0
110,000	31	1	2	5	4	4	4	76,817	89,765	87,486	90,126	94,687	97,585	15,200	0	5,000	7,000	5,000	5,000	0	1	1	0	0	0	0	1	0	0	0
20,000	22	0	0	0	0	-1	0	18,553	19,446	19,065	8,332	18,868	19,247	1,500	1,032	541	20,000	693	1,000	0	1	1	0	0	0	0	0	1	0	0
280,000	34	0	0	0	0	0	0	126,305	128,888	123,909	124,078	124,489	114,110	4,728	4,700	4,210	4,455	4,109	4,000	1	0	0	1	0	0	0	1	0	0	1
110,000	41	3	2	2	7	7	7	150	150	150	150	150	150	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0
180,000	42	0	0	0	0	0	0	27,884	28,958	29,864	30,632	31,274	32,144	1,526	1,432	1,200	1,072	1,326	704	1	0	0	1	0	0	0	1	0	0	1
50,000	41	0	0	0	-2	-2	-2	45,408	36,025	0	0	0	0	2,025	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0
130,000	27	1	-1	-1	0	0	0	-191	191	2,898	4,728	5,149	5,561	382	2,898	1,900	500	500	1,000	0	1	0	1	0	0	0	0	1	0	0
120,000	26	-1	-1	-1	-1	-1	-1	1,682	1,929	1,682	1,682	1,682	1,682	1,929	1,682	1,682	1,682	1,682	1,674	0	1	0	1	0	0	0	0	1	0	0
20,000	29	-1	2	2	-1	-1	-1	957	738	356	356	4,616	728	356	0	356	4,616	728	449	0	1	0	0	1	0	0	0	1	0	0
150,000	28	1	2	0	0	0	0	155,963	148,095	143,845	132,677	86,265	88,390	12	8,000	5,300	3,500	5,000	4,000	1	0	0	1	0	0	0	0	1	0	0
410,000	42	-1	-1	-1	-1	0	-1	7,114	8,223	6,557	16,128	7,539	5,300	8,309	6,645	16,141	0	5,300	5,600	1	0	0	1	0	0	0	0	1	0	0
140,000	26	-1	0	-1	-1	-1	-1	13,424	18,000	13,001	5,818	13,506	487	10,000	13,001	5,841	13,506	487	7,004	0	1	1	0	0	0	0	0	1	0	0
350,000	37	0	0	0	0	0	0	336,061	343,205	351,794	357,090	342,253	276,516	12,701	14,100	12,109	11,482	11,841	115,165	0	1	0	1	0	0	0	0	1	0	0
30,000	29	1	2	2	2	2	2	16,609	16,057	18,089	17,504	18,727	18,279	0	2,300	0	1,500	0	1,500	0	1	0	1	0	0	0	1	0	0	1
50,000	25	0	0	0	0	0	0	59,010	57,593	56,203	54,794	53,509	52,021	2,039	2,015	2,000	2,100	2,000	2,100	0	1	0	1	0	0	0	1	0	0	1
230,000	31	-1	-1	-2	-1	-1	-1	623	0	0	1,100	0	1,383	0	0	1,100	0	1,383	905	0	1	1	0	0	0	0	1	0	0	0
280,000	30	0	0	0	0	0	0	217,773	215,017	209,089	167,458	137,312	109,980	8,155	10,048	6,011	6,010	6,514	10,011	0	1	1	0	0	0	0	1	0	0	0
280,000	38	2	2	2	2	0	0	163,675	168,581	170,775	166,749	168,739	166,757	9,000	6,000	5	5,858	5,741	5,608	1	0	0	1	0	0	0	0	1	0	1
280,000	34	0	0	0	0	0	0	188,698	353,481	152,132	138,990	136,778	137,641	6,337	6,000	4,974	5,041	5,215	7,000	1	0	1	0	0	0	0	1	0	0	0
10,000	23	2	0	0	0	0	2	3,413	5,188	6,937	7,946	8,714	8,432	2,000	2,000	1,132	900	0	500	0	1	1	0	0	0	0	0	1	0	0
30,000	22	0	0	0	0	0	-2	24,979	26,418	26,791	14,500	0	0	1,859	1,232	1,040	0	0	0	0	1	0	0	0	0	1	0	1	0	1
10,000	30	0	0	3	2	0	0	8,315	11,267	10,626	10,160	10,052	9,635	3,258	0	0	357	400	300	1	0	0	0	1	0	0	1	0	0	0
390,000	29	0	0	0	0	0	0	89,953	107,947	60,313	55,769	65,835	72,177	25,000	35,127	20,000	12,000	7,500	15,000	0	1	1	0	0	0	0	0	1	0	0
270,000	33	-2	-2	-2	-2	-2	-2	0	0	1,205	0	0	0	0	1,205	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0
180,000	35	-1	-1	-2	-2	-2	-2	1,651	0	0	0	0	0	0	0	0	0	0	295	0	1	1	0	0	0	0	1	0	0	0
230,000	30	-1	-1	-1	-1	-1	-1	13,995	28,064	23,326	13,684	12,883	11,068	28,097	23,352	13,684	12,883	11,068	11,436	0	1	1	0	0	0	0	1	0	0	0
190,000	37	0	0	0	2	2	2	79,838	81,523	83,530	87,126	84,165	89,017	4,000	5,000	6,000	0	6,500	574	1	0	0	1	0	0	0	0	1	0	0
50,000	49	0	0	0	0	0	0	4,987	6,741	9,366	8,566	10,066	0	2,000	3,000	1,500	1,500	0	0	0	1	0	0	1	0	0	0	1	0	0
120,000	37	-1	-1	-1	-1	-1	-1	396	396	396	2,707	3,247	396	396	396	2,707	3,247	396	595	0	1	0	1	0	0	0	1	0	0	0
170,000	36	0	0	0	0	0	0	158,651	143,801	138,145	125,499	124,205	123,940	5,428	4,707	4,400	4,450	4,650	4,500	0	1	0	1	0	0	0	1	0	0	0
190,000	45	0	0	0	0	0	0	181,814	172,493	166,982	155,621	142,439	133,742	7,035	6,000	6,000	10,000	5,000	5,000	1	0	1	0	0	0	0	1	0	0	0
190,000	27	0	0	0	0	0	0	125,739	126,184	127,189	122,034	124,837	128,442	6,000	6,000	4,000	5,000	5,000	7,000	0	1	0	1	0	0	0	0	1	0	0
80,000	27	1	2	2	2	2	2	53,576	52,128	56,657	57,340	55,823	58,260	0	6,000	2,200	0	3,500	3,500	1	0	0	1	0	0	0	0	1	0	1
50,000	25	0	0	0	0	0	0	45,342	44,719	40,002	38,008	31,898	20,154	2,000	5,040	8,034	3,029	5,000	49,436	0	1	1	0	0	0	0	0	1	0	0
90,000	23	0	0	0	-2	-1	0	28,120	32,429	0	0	2,522	2,575	5,000	0	0	2,522	94	111	0	1	0	1	0	0	0	0	1	0	0
530,000	54	-2	-2	-2	-2	-1	0	-30	-420	390	390	166,210	129,716	0	1,200	390	166,210	6,000	3,000	1	0	0	1	0	0	0	1	0	0	0
240,000	41	-2	-1	-1	-1	-2	-2	852	1,738	186,673	5,517	2,660	1,480	1,746	187,473	5,517	2,660	1,480	0	0	1	0	1	0	0	0	1	0	0	0
50,000	49	0	0	0	0	0	0	49,816	49,749	48,589	59,469	20,239	20,059	3,000	2,000	1,900	1,004	1,600	700	1	0	0	1	0	0	0	1	0	0	0
30,000	47	2	2	2	0	0	2	11,652	12,461	11,970	12,981	14,077	14,367	1,300	0	1,214	1,310	660	0	0	1	0	0	1	0	0	0	1	0	1
70,000	27	2	2	2	2	2	2	29,193	30,214	31,130	31,622	32,102	32,742	1,800	1,700	1,300	1,300	1,300	1,300	1	0	0	1	0	0	0	0	1	0	1
290,000	48	-2	-2	-2	-2	-2	-2	730	4,426	820	0	2,653	0	4,426	820	0	2,653	0	0	1	0	0	1	0	0	0	1	0	0	1
270,000	36	0	0	0	0	0	0	73,953	68,207	55,382	46,629	28,115	12,847	5,168	5,010	2,005	2,000	2,000	2,000	0	1	0	1	0	0	0	1	0	0	0
40,000	48	0	0	0	0	0	0	38,549	37,924	37,648	38,804	39,651	40,794	2,000	1,700	2,000	2,000	2,000	2,000	0	1	1	0	0	0	0	1	0	0	0
20,000	23	0	0	0	0	0	0	16,994	18,105	19,504	19,974	11,548	10,784	1,700	2,000	1,011	300	216	0	1	0	0	1	0	0	0	0	1	0	0
100,000	26	2	2	2	2	-2	-2	89,296	101,755	90,684	23,000	25,000	0	14,002	560	0	2,000	0	53,528	1	0	0	1	0	0	0	0	1	0	0
50,000	57	0	0	0	0	0	0	51,102	50,484	49,175	21,944	20,142	18,728	2,500	2,158	927	696	1,000	374	1	0	1	0	0	0	0	0	1	0	0
260,000	51	0	0	0	0	0	0	62,635	67,553	69,466	71,310	73,124	74,949	6,000	3,000	3,000	3,000	3,000	2,734	1	0	1	0	0	0	0	1	0	0	0
30,000	24	-1	0	0	0	0	0	1,513	27,350	28,561	29,684	32,650	34,299	26,500	2,048	2,000	3,769	5,007	2,007	0	1	0	1	0	0	0	0	1	0	0
100,000	46	-1	-1	-1	2	2	-1	3,780	0	203	203	0	7,856	0	203	0	0	7,856	10,000	0	1	0	0	1	0	0	0	1	0	0
220,000	29	0	0	0	0	0	0	36,106	33,494	29,518	29,569	28,587	21,201	3,000	3,000	6,000	5,000	1,136	10,000	0	1	0	1	0	0	0	0	1	0	1
80,000	27	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	0	1
50,000	27	1	2	2	2	2	2	11,966	12,967	13,962	13,440	14,416	14,043	1,500	1,500	0	1,200	0	1,500	0	1	0	1	0	0	0	0	1	0	0
400,000	29	-1	-1	0	0	0	0	5,567	13,011	22,396	26,359	41,627	16,709	13,011	10,001	5,023	20,150	5,082	4,134	0	1	1	0	0	0	0	0	1	0	0
100,000	23	-1	-1	-1	-1	-1	-1	694	650	687	620	0	627	656	687	620	0	627	3,620	0	1	0	1	0	0	0	0	1	0	1
140,000	34	0	0	2	0	0	0	121,374	125,965	102,527	103,337	105,942	101,830	8,200	3,000	4,000	4,500	4,000	4,200	0	1	0	1	0	0	0	1	0	0	0
50,000	22	0	0	0	0	0	-1	5,137	5,960	6,270	6,000	5,810	390	1,300	1,000	120	200	390	1,170	1	0	1	0	0	0	0	0	1	0	0
200,000	29	1	2	0	0	0	0	7,885	7,613	9,318	10,297	17,321	21,263	0	2,003	2,063	8,000	4,033	2,199	1	0	1	0	0	0	0	0	1	0	1
160,000	39	1	2	2	-2	-2	-2	40,712	29,920	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0
80,000	32	0	0	0	0	0	-1	81,115	77,649	40,630	23,697	6,557	32,763	5,000	1,200	0	5,000	37,000	3,000	1	0	0	1	0	0	0	0	1	0	0
90,000	44	2	0	0	0	0	0	58,395	59,559	61,640	62,793	63,493	67,204	2,134	3,043	3,000	2,300	4,506	15,490	1	0	0	1	0	0	0	1	0	0	1
110,000	26	0	0	0	0	0	0	65,215	130,746	69,834	71,245	72,199	73,711	2,375	10,000	3,170	2,735	2,829	3,138	1	0	1	0	0	0	0	0	1	0	0
30,000	27	0	0	0	0	0	0	52,636	27,761	28,791	29,078	30,125	8,941	3,164	1,615	902	1,374	767	849	0	1	0	1	0	0	0	1	0	0	0
150,000	28	0	-1	-1	0	0	0	6,121	4,391	6,269	8,992	4,314	11,131	4,391	6,269	8,914	4,300	11,100	52,900	0	1	1	0	0	0	0	0	1	0	0
140,000	26	2	2	2	2	2	2	118,425	120,970	123,141	124,622	125,865	128,479	6,000	5,600	5,000	4,800	4,800	4,700	0	1	0	1	0	0	0	0	1	0	1
330,000	31	0	0	-1	-1	0	0	163,406	137,664	3,381	40,635	40,490	38,431	7,558	5,000	42,054	3,000	2,000	1,100	1	0	1	0	0	0	0	0	1	0	0
190,000	33	0	0	0	0	0	0	142,272	143,386	141,711	142,569	141,733	142,982	8,007	8,000	8,000	5,500	5,339	5,058	0	1	0	1	0	0	0	1	0	0	0
70,000	25	0	0	0	0	0	0	31,337	34,439	25,170	20,921	18,229	20,915	4,000	3,069	3,000	2,000	3,000	3,000	0	1	0	0	1	0	0	0	1	0	0
160,000	31	1	2	0	0	0	0	56,432	55,371	56,316	59,331	60,227	61,778	0	2,000	3,500	2,000	2,200	3,000	1	0	1	0	0	0	0	0	1	0	0
230,000	34	0	0	0	0	0	0	137,122	138,268	127,797	130,490	110,153	112,253	6,700	6,500	6,513	4,601	5,000	5,000	1	0	0	0	1	0	0	0	1	0	0
80,000	46	0	0	0	0	0	0	78,861	77,719	45,961	29,537	29,758	30,153	2,435	1,463	1,039	1,068	1,267	1,000	1	0	1	0	0	0	0	1	0	0	0
30,000	42	0	0	0	0	0	0	22,943	47,912	25,023	25,768	26,410	27,960	1,700	1,755	1,500	1,000	1,909	1,000	0	1	0	1	0	0	0	1	0	0	0
70,000	23	-1	-1	-1	-1	-1	-1	853	3,128	4,719	100	1,610	690	3,128	4,722	0	1,610	0	10,909	0	1	1	0	0	0	0	0	1	0	0
80,000	52	0	0	0	0	0	0	34,243	35,240	36,275	37,290	38,030	38,838	1,570	1,605	1,620	1,360	1,420	1,500	0	1	1	0	0	0	0	1	0	0	0
130,000	31	0	0	0	0	0	0	122,486	116,437	112,881	96,191	88,934	90,633	6,013	4,911	3,533	3,301	3,607	5,516	1	0	0	1	0	0	0	0	1	0	1
500,000	38	0	0	0	0	-1	-1	4,590	4,218	5,090	2,043	8,479	236	1,128	1,000	0	8,479	236	2,990	0	1	1	0	0	0	0	0	1	0	0
80,000	25	2	2	2	0	0	0	77,096	83,189	81,308	81,847	81,077	79,885	8,000	0	2,800	3,000	3,390	7,950	0	1	0	1	0	0	0	0	1	0	0
370,000	39	1	2	-1	2	-1	-1	3,633	1,746	3,677	1,746	1,746	1,746	0	3,677	0	1,746	1,746	1,746	1	0	0	1	0	0	0	1	0	0	0
140,000	38	2	2	2	2	2	2	131,877	135,309	131,671	138,771	141,146	127,184	7,000	0	10,800	4,800	0	5,000	1	0	0	1	0	0	0	1	0	0	0
80,000	38	0	0	0	0	0	0	43,170	44,151	45,505	43,485	44,830	43,229	2,000	2,100	2,000	2,000	2,000	2,000	0	1	0	1	0	0	0	1	0	0	0
50,000	30	-1	2	2	-2	-2	-2	780	780	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	1
140,000	27	0	0	0	0	0	0	125,792	126,771	132,730	124,689	105,447	106,704	5,000	10,000	5,000	5,000	5,000	5,000	0	1	0	1	0	0	0	1	0	0	0
360,000	57	-1	-1	-1	-1	-1	-1	2,505	4,070	3,307	0	380	2,566	4,070	3,307	0	380	2,566	166	1	0	1	0	0	0	0	1	0	0	0
30,000	46	2	2	2	2	2	-1	34,713	32,875	29,088	26,788	17,014	3,000	2,000	4	2,916	106	3,000	0	0	1	0	1	0	0	0	1	0	0	1
60,000	41	0	0	0	0	0	0	61,118	50,643	44,004	26,940	9,971	-11,798	2,200	2,000	1,200	0	0	28,000	1	0	0	1	0	0	0	0	0	1	0
80,000	27	0	0	0	0	0	0	47,163	86,021	44,400	23,954	24,574	24,772	1,821	3,600	1,000	1,000	1,000	1,000	1	0	0	0	1	0	0	0	1	0	0
70,000	42	0	0	0	0	0	0	6,489	9,372	11,179	8,688	8,295	10,147	3,000	2,000	295	1,000	2,000	1,000	0	1	0	0	1	0	0	1	0	0	0
150,000	41	3	2	2	0	0	2	111,056	113,467	110,235	111,376	154,802	152,304	5,700	0	4,500	45,500	0	5,400	1	0	1	0	0	0	0	1	0	0	1
270,000	31	0	0	0	0	0	0	9,526	10,418	6,436	7,196	7,137	5,587	1,116	1,500	2,000	1,000	194	1,005	1	0	1	0	0	0	0	0	1	0	0
100,000	22	0	0	0	0	0	0	99,415	101,507	99,511	99,813	95,816	96,884	4,600	3,478	3,461	3,461	3,684	3,510	0	1	0	1	0	0	0	1	0	0	0
170,000	42	0	0	0	0	0	0	102,141	100,600	103,156	94,090	95,922	99,324	4,002	5,107	3,600	3,500	5,000	3,000	1	0	0	1	0	0	0	0	1	0	0
140,000	38	0	0	0	0	0	0	139,001	141,453	132,415	130,305	79,775	74,462	4,826	8,000	3,100	3,000	5,417	0	0	1	0	1	0	0	0	0	1	0	0
240,000	33	0	0	0	0	-1	0	129,600	133,161	30,098	366	725	2,576	7,000	1,030	7	725	2,217	158,215	0	1	0	0	1	0	0	1	0	0	0
260,000	50	0	0	0	0	0	0	254,749	259,549	258,390	256,252	250,390	251,336	11,046	10,004	10,000	10,000	10,000	20,000	0	1	1	0	0	0	0	0	1	0	0
160,000	32	2	2	2	2	-1	0	400	400	400	0	20,818	20,818	0	0	0	20,818	0	0	0	1	0	1	0	0	0	0	1	0	0
200,000	29	1	-2	-1	-1	-2	-1	0	0	35,063	0	0	5,799	0	35,063	16,720	0	5,799	0	0	1	1	0	0	0	0	0	1	0	1
170,000	38	-1	-1	-2	-2	-2	-1	5,910	0	0	0	0	3,001	0	0	0	0	3,001	9,436	0	1	1	0	0	0	0	1	0	0	0
360,000	26	0	0	0	0	0	0	17,084	17,896	67,507	68,884	70,406	71,769	1,400	50,000	2,502	2,669	2,650	2,800	0	1	0	1	0	0	0	0	1	0	0
220,000	37	2	2	2	0	0	0	189,976	189,665	171,669	167,294	172,042	162,565	15,510	0	5,500	7,250	6,500	3,500	0	1	0	0	0	0	1	1	0	0	1
80,000	38	0	0	0	0	0	0	29,249	28,795	27,006	23,705	18,275	18,104	1,800	1,550	1,244	751	612	667	0	1	0	1	0	0	0	1	0	0	0