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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	marriage:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
20,000	21	0	0	0	0	0	-1	17,471	14,129	13,937	9,429	1,393	2,055	1,400	3,500	1,567	162	2,055	0	0	1	1	0	0	0	1	0	0
500,000	46	-2	-1	-1	-1	-1	-1	33,332	163,500	60,560	104,734	41,018	6,258	163,500	70,160	104,734	41,018	6,258	70,356	0	1	1	0	0	0	1	0	0
70,000	30	0	0	0	0	0	0	68,668	65,750	67,879	69,161	68,264	61,757	2,347	3,182	3,144	2,600	2,360	1,300	1	0	0	1	0	0	1	0	0
80,000	46	0	-1	-1	2	-1	0	31,290	780	390	780	780	390	780	390	0	1,560	0	390	1	0	0	1	0	1	0	0	0
520,000	37	-2	-2	-2	-2	-2	-2	4,439	3,487	7,491	2,310	12,000	0	3,913	7,494	2,310	12,000	0	0	0	1	1	0	0	1	0	0	0
310,000	45	0	0	0	0	0	0	311,401	218,298	222,424	220,058	199,376	189,840	21,084	20,000	12,000	15,000	8,000	15,000	0	1	0	0	1	1	0	0	0
50,000	29	2	2	2	2	0	0	45,728	48,772	50,614	49,009	45,856	47,891	3,800	3,000	5	1,800	3,600	0	1	0	1	0	0	0	1	0	1
50,000	22	0	0	2	0	0	0	38,340	41,362	34,656	35,004	35,514	2,582	3,700	0	1,200	710	52	1,000	0	1	0	1	0	0	1	0	0
240,000	31	2	0	-1	2	2	-1	60,511	41,296	2,181	1,175	-13	2,487	2,300	2,185	4	0	2,500	0	1	0	0	1	0	1	0	0	1
240,000	55	0	0	0	0	0	0	25,631	27,047	26,654	28,065	29,503	32,042	2,500	2,000	2,000	2,000	3,000	2,000	1	0	0	0	1	1	0	0	0
60,000	47	0	0	0	0	0	0	33,867	35,303	36,032	37,431	37,863	38,954	2,000	1,601	2,000	1,354	1,700	1,010	0	1	0	0	1	1	0	0	0
50,000	63	2	2	2	2	0	0	51,432	50,316	50,866	48,194	47,233	50,224	0	3,600	0	3,000	5,001	2,000	0	1	0	0	1	0	1	0	0
180,000	47	1	-2	-1	-1	-2	-2	-12	-12	3,300	0	0	0	0	3,312	0	0	0	0	0	1	1	0	0	1	0	0	1
50,000	32	-1	-1	-1	-2	-2	-2	819	699	0	0	0	0	699	0	0	0	0	0	0	1	0	1	0	1	0	0	1
260,000	28	0	0	0	0	0	0	126,418	129,214	131,933	134,482	135,772	138,229	6,000	5,200	5,000	5,000	5,000	5,000	0	1	1	0	0	0	1	0	0
50,000	22	1	2	0	0	0	0	51,798	50,497	30,935	14,010	19,110	19,500	0	1,663	1,544	5,500	390	0	0	1	0	1	0	0	1	0	0
300,000	35	0	0	0	0	0	0	291,619	297,268	205,629	215,827	208,464	212,508	12,019	9,006	17,000	12,000	9,557	15,000	0	1	0	1	0	0	1	0	0
180,000	28	0	0	0	0	0	0	10,479	11,793	12,500	13,383	14,760	15,472	1,410	1,117	1,000	1,500	1,000	1,000	0	1	0	1	0	0	1	0	0
280,000	39	-2	-2	-2	-2	-2	-2	2,082	3,557	5,623	5,400	3,866	3,526	3,597	5,672	5,427	3,885	3,543	3,519	1	0	0	1	0	1	0	0	1
60,000	25	0	0	0	0	0	0	36,081	37,194	38,116	39,902	58,737	56,902	2,500	2,000	3,000	20,000	3,000	2,000	0	1	0	1	0	0	1	0	0
210,000	42	-1	-1	-1	-2	-1	-1	1,708	2,928	-2	-2	918	-164	2,928	0	0	920	0	0	0	1	0	1	0	1	0	0	0
200,000	46	0	0	0	0	0	0	106,651	103,173	104,137	103,422	95,206	65,108	3,692	5,000	3,300	2,500	2,930	1,500	0	1	0	1	0	1	0	0	0
80,000	33	0	0	0	0	0	-1	69,963	64,081	62,582	47,595	44,724	44,287	5,000	2,012	2,000	3,000	44,287	3,000	1	0	0	1	0	0	1	0	0
50,000	24	-1	0	0	0	0	0	1,399	2,441	3,865	7,476	8,384	8,085	1,070	1,500	3,666	2,477	1,306	1,000	1	0	0	1	0	0	1	0	0
200,000	44	0	0	0	0	0	0	138,877	144,085	142,520	151,078	176,717	168,431	6,437	5,000	10,000	27,080	10,017	4,200	1	0	0	0	1	1	0	0	0
80,000	29	0	0	0	0	0	0	7,880	8,316	4,761	5,964	5,697	2,590	3,034	3,002	2,093	1,023	1,000	1,000	0	1	0	1	0	0	1	0	0
20,000	46	-1	-1	-1	0	0	-2	780	0	1,170	780	0	0	0	1,170	0	0	0	0	1	0	0	1	0	0	1	0	1
50,000	23	-1	-1	-1	-2	-2	-2	3,063	3,625	0	0	0	0	3,625	0	0	0	0	0	1	0	1	0	0	0	1	0	1
320,000	30	-1	-1	-1	-2	-2	-1	1,663	7,025	1,189	0	2,701	2,043	7,025	1,189	0	2,701	2,043	0	0	1	1	0	0	0	1	0	1
290,000	27	0	0	0	0	0	0	240,506	235,475	240,584	212,024	216,379	209,440	8,601	9,300	8,000	7,612	8,015	7,008	0	1	0	1	0	0	1	0	0
50,000	33	0	0	0	0	0	0	53,282	50,936	49,911	19,817	20,492	20,365	3,000	2,300	715	1,000	878	1,000	1	0	0	1	0	0	1	0	1
50,000	24	-1	-1	-1	-1	-1	-1	1,303	1,303	748	1,693	1,138	748	1,303	748	1,693	1,138	895	1,528	0	1	1	0	0	0	1	0	0
250,000	33	-1	3	2	-1	-1	-1	441	441	81	1,540	3,088	5,680	0	0	5,000	3,088	3,000	0	1	0	1	0	0	0	1	0	1
240,000	25	0	0	0	0	0	0	9,030	9,685	10,996	13,149	14,655	17,133	1,144	3,000	3,000	2,000	3,000	2,000	0	1	0	1	0	0	1	0	0
330,000	28	0	0	0	0	0	0	32,316	33,705	28,743	28,217	25,432	19,938	2,000	2,000	2,000	800	687	812	0	1	1	0	0	0	1	0	0
450,000	35	1	-2	-1	0	0	-2	0	0	3,581	3,654	0	0	0	3,581	73	0	0	0	0	1	1	0	0	0	1	0	0
290,000	27	0	0	0	0	0	0	110,359	108,371	102,628	100,000	92,238	90,447	5,000	6,039	4,000	4,000	4,000	3,000	0	1	1	0	0	0	1	0	0
50,000	32	0	0	0	0	0	0	50,669	48,942	27,836	40,346	38,668	20,016	1,613	1,484	3,675	698	1,000	706	1	0	0	1	0	1	0	0	0
80,000	28	1	2	2	2	2	2	53,541	54,694	55,297	55,788	57,146	58,351	2,600	2,100	2,000	2,400	2,300	2,315	0	1	1	0	0	0	1	0	0
200,000	48	-2	-2	-2	-1	2	2	0	0	0	5,000	5,000	0	0	0	5,000	0	0	0	0	1	1	0	0	0	1	0	0
20,000	32	3	2	0	0	0	0	20,631	20,010	19,703	11,084	10,918	10,985	0	1,168	384	390	632	616	0	1	0	1	0	1	0	0	1
50,000	39	0	0	-1	-1	2	0	34,617	34,390	810	19,009	18,035	18,364	1,000	810	51,000	0	1,000	1,000	1	0	0	0	1	0	1	0	0
290,000	46	0	0	-1	-1	-1	-1	113,618	289,002	1,332	21,429	2,228	156,721	34,507	1,343	21,542	2,239	156,733	7,219	0	1	1	0	0	0	1	0	0
140,000	41	0	0	0	0	2	0	43,616	44,710	45,661	50,880	49,934	51,106	2,100	2,000	6,000	0	2,000	4,200	0	1	0	1	0	1	0	0	0
20,000	24	1	3	2	0	0	3	14,665	14,146	13,634	14,401	16,257	15,713	0	0	1,300	2,101	0	0	1	0	0	0	1	0	1	0	1
100,000	26	2	0	0	0	0	0	107,643	109,895	93,420	73,119	73,642	71,579	4,048	3,105	2,700	2,510	2,703	2,700	1	0	0	0	1	0	1	0	1
360,000	47	-1	-1	-1	-1	0	0	410	3,620	7,656	56,397	43,882	21,818	3,620	7,656	56,397	0	0	12,117	0	1	0	1	0	1	0	0	0
230,000	31	-1	-1	-1	-1	-1	-1	2,274	7,398	5,537	1,247	0	1,000	7,398	5,537	1,259	0	1,000	4,134	0	1	1	0	0	0	1	0	0
60,000	37	1	2	2	2	2	2	49,335	48,241	52,222	52,777	51,332	55,489	0	4,763	2,000	0	5,000	2,000	0	1	0	1	0	1	0	0	1
50,000	36	0	0	0	0	0	0	47,606	48,653	50,144	47,838	48,914	50,442	1,815	2,306	2,000	2,000	2,500	1,700	1	0	0	1	0	1	0	0	0
70,000	47	0	0	0	0	0	0	53,239	54,351	56,480	57,253	59,150	0	2,000	3,000	2,500	3,000	0	0	1	0	0	1	0	1	0	0	0
200,000	34	1	-1	-1	-1	-1	-1	0	3,346	0	465	1,775	8,722	3,346	0	465	1,775	8,722	0	0	1	0	1	0	0	1	0	0
50,000	26	0	0	0	0	-2	-2	33,428	34,385	35,796	-229	-229	-229	1,800	2,100	0	0	0	0	0	1	0	1	0	0	1	0	1
20,000	22	-1	-1	2	0	0	-1	631	1,170	780	390	0	780	1,800	0	0	0	2,000	0	0	1	0	1	0	0	1	0	1
50,000	45	1	2	-1	0	0	0	6,805	532	17,453	18,444	18,855	18,886	0	17,453	1,290	701	901	1,000	0	1	1	0	0	1	0	0	0
500,000	31	0	0	0	0	0	0	378,886	382,234	274,586	273,718	168,418	167,635	15,057	11,035	11,035	7,029	8,035	10,388	1	0	0	1	0	1	0	0	0
30,000	54	0	0	0	0	0	0	22,987	22,298	22,352	23,221	24,339	25,943	2,500	2,000	1,500	4,000	2,000	0	1	0	0	0	1	0	0	1	0
200,000	31	0	0	2	2	2	2	167,358	175,635	174,261	179,026	181,658	185,523	11,000	3,000	7,001	5,000	6,200	10,007	0	1	0	0	1	0	1	0	0
50,000	23	0	0	0	0	0	0	45,078	44,291	39,408	29,689	23,879	23,355	3,000	3,000	947	1,000	837	866	0	1	0	1	0	0	1	0	0
100,000	31	0	0	0	0	0	0	75,818	76,887	78,178	79,858	74,785	54,849	2,745	2,939	3,500	3,000	1,989	1,987	0	1	0	1	0	1	0	0	0
30,000	49	0	0	0	0	2	2	11,554	12,662	13,744	14,712	14,334	15,593	1,300	1,300	1,200	0	1,500	0	0	1	0	1	0	0	1	0	0
300,000	28	-1	-1	-1	-1	0	0	16,094	2,259	0	12,880	14,895	9,386	2,259	0	12,880	2,500	200	280	0	1	1	0	0	0	1	0	0
260,000	34	2	2	0	0	2	2	118,706	115,308	123,069	129,060	131,682	135,656	0	9,670	9,561	6,250	6,250	6,250	0	1	0	0	1	1	0	0	1
80,000	38	0	0	0	0	0	0	70,590	62,162	51,770	49,506	45,722	46,660	2,200	2,000	2,015	1,700	1,700	2,000	0	1	0	1	0	0	1	0	0
60,000	41	0	0	0	0	0	0	95,648	56,259	49,425	16,941	13,349	14,826	5,000	4,731	2,000	10,000	3,000	5,000	1	0	0	1	0	1	0	0	0
230,000	34	-2	-2	-2	-2	-2	-2	27,178	0	856	6,147	7,387	13,492	0	856	6,147	7,387	13,492	6,701	1	0	0	1	0	0	1	0	0
180,000	33	0	-1	-1	-2	-2	-2	3,302	1,295	0	0	0	0	1,295	0	0	0	0	1,640	0	1	1	0	0	0	1	0	0
50,000	25	1	2	0	0	0	0	43,099	42,133	43,127	44,210	45,844	49,869	0	2,000	1,800	2,500	5,500	1,801	0	1	1	0	0	0	1	0	0
180,000	27	-1	2	-1	-1	-1	2	980	980	376	0	2,202	150	0	376	0	2,202	0	819	0	1	1	0	0	0	1	0	0
140,000	41	0	0	0	0	0	0	82,309	92,682	103,265	117,188	113,368	119,194	12,682	13,265	17,188	10,000	15,000	0	1	0	0	1	0	1	0	0	0
180,000	28	0	0	0	0	0	0	49,550	43,015	50,238	49,461	43,877	32,411	3,006	10,017	2,018	1,022	2,322	23,023	0	1	1	0	0	0	1	0	0
460,000	52	0	0	0	0	0	0	177,520	174,746	168,279	171,579	163,450	160,547	8,000	9,000	8,154	6,000	6,000	6,000	1	0	0	1	0	1	0	0	0
220,000	32	1	2	0	0	2	2	17,325	16,758	18,474	20,667	20,195	21,854	0	2,000	2,500	0	2,000	0	0	1	1	0	0	1	0	0	0
50,000	25	0	0	0	0	0	0	46,895	45,929	44,709	28,179	28,877	29,217	2,000	1,740	1,400	1,000	1,000	1,100	0	1	0	1	0	0	1	0	0
20,000	26	8	7	6	5	4	3	43,340	42,619	35,381	31,539	27,409	23,567	0	0	0	0	0	300	1	0	0	0	1	0	1	0	0
280,000	39	2	3	2	2	2	2	186,838	190,570	194,189	189,806	201,410	205,479	8,000	8,000	0	14,500	7,300	7,500	0	1	0	1	0	1	0	0	1
50,000	37	0	0	0	0	0	0	48,206	48,659	47,248	48,241	49,196	50,296	2,120	1,750	1,700	1,800	2,023	2,113	1	0	0	1	0	0	1	0	0
80,000	28	0	0	0	0	0	0	70,194	71,912	69,776	70,985	72,444	69,685	3,500	3,000	2,500	2,500	2,500	2,500	0	1	0	0	1	0	1	0	0
60,000	45	0	-1	-1	0	0	0	56,965	2,495	57,899	30,345	30,244	25,474	3,000	61,000	3,000	3,000	3,000	9,000	0	1	0	1	0	1	0	0	0
100,000	48	-1	-1	-1	0	0	0	16,584	16,009	64,886	66,202	72,526	74,323	16,137	64,886	2,353	10,000	3,000	2,670	0	1	0	0	1	0	1	0	0
230,000	37	1	-1	-1	2	-1	0	0	2,062	5,056	3,050	3,700	1,900	2,062	3,050	0	3,700	0	2,436	1	0	1	0	0	1	0	0	1
30,000	52	-1	2	-1	2	-1	0	4,743	390	1,000	543	18,127	23,563	390	1,000	3	20,077	10,000	1,854	0	1	1	0	0	1	0	0	0
200,000	34	1	2	2	3	2	2	138,839	142,121	193,777	189,225	192,304	188,695	7,001	56,100	5	7,269	28	5,828	1	0	0	0	1	0	1	0	0
360,000	57	1	-2	-1	-1	-1	-2	0	0	860	246	-46	-46	0	860	246	0	0	0	1	0	1	0	0	1	0	0	0
200,000	61	0	0	-1	-1	-1	-1	3,030	7,277	6,655	3,455	0	1,930	7,007	6,655	3,455	0	1,930	5,450	1	0	0	0	1	0	1	0	1
500,000	48	1	-2	-1	-1	0	0	-471	-471	157	20,697	23,906	23,906	0	785	20,697	3,766	0	2,040	1	0	1	0	0	0	1	0	0
280,000	40	0	0	0	0	0	0	291,952	275,948	240,627	228,230	209,987	196,997	8,562	7,071	6,574	5,938	5,867	7,704	0	1	0	1	0	0	0	1	0
30,000	24	-1	2	0	0	3	2	18,199	17,618	18,631	21,319	20,692	21,201	0	1,312	3,000	0	1,000	1,000	1	0	1	0	0	0	1	0	1
190,000	26	0	0	0	0	0	0	184,136	186,387	172,506	89,806	91,744	93,903	9,000	6,500	3,500	3,500	3,800	3,600	1	0	1	0	0	0	1	0	0
210,000	29	0	0	0	0	0	0	183,214	167,757	170,663	169,291	140,384	138,574	6,000	8,000	5,556	5,100	5,016	5,200	1	0	1	0	0	0	1	0	0
500,000	46	-2	-2	-2	-2	-2	-1	18,664	67,646	-214	-214	42,772	45,282	68,013	0	0	42,986	45,508	9,055	1	0	1	0	0	1	0	0	0
310,000	27	-1	-1	-1	-1	0	-1	1,261	1,261	1,261	1,651	390	390	1,261	1,261	1,651	0	390	390	0	1	0	1	0	0	1	0	1
120,000	59	2	2	2	2	2	2	82,172	80,266	85,919	86,910	87,893	86,370	0	7,898	3,300	3,300	0	3,149	0	1	0	1	0	0	0	1	1
180,000	39	0	0	-1	-1	-2	-2	2,875	0	2,125	0	0	0	0	2,125	0	0	0	0	0	1	0	1	0	0	1	0	0
220,000	29	0	0	0	0	0	0	206,879	211,037	215,139	218,513	131,660	134,346	9,100	9,000	7,887	4,800	4,900	6,000	0	1	1	0	0	0	1	0	1
200,000	35	0	-1	0	0	0	0	13,766	39,072	44,758	45,571	40,592	7,145	39,124	15,000	1,622	2,068	1,000	2,031	0	1	1	0	0	0	1	0	0
300,000	35	-1	-1	-2	-2	-2	-1	5,345	0	0	0	0	477	0	0	0	0	477	348	0	1	1	0	0	1	0	0	0
50,000	37	0	0	0	-1	0	0	4,793	3,594	0	5,369	3,746	9,408	3,000	0	5,369	0	9,000	10,000	0	1	0	1	0	0	1	0	0
20,000	37	0	0	0	-1	-1	-2	19,716	20,518	16,551	1,700	0	0	1,547	1,350	1,700	0	0	0	1	0	0	0	1	0	1	0	0
90,000	43	2	-1	2	-1	0	-1	390	780	390	780	390	780	780	0	780	0	780	0	0	1	0	1	0	1	0	0	1