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Bioresponse

active ARFF Publicly available Visibility: public Uploaded 04-11-2015 by Joaquin Vanschoren
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Author: Boehringer Ingelheim Source: [Kaggle](https://www.kaggle.com/c/bioresponse) - 2011 Please cite: None Predict a biological response of molecules from their chemical properties. Each row in this data set represents a molecule. The first column contains experimental data describing an actual biological response; the molecule was seen to elicit this response (1), or not (0). The remaining columns represent molecular descriptors (d1 through d1776), these are calculated properties that can capture some of the characteristics of the molecule - for example size, shape, or elemental constitution. The descriptor matrix has been normalized. The original training and test set were merged.

1777 features

target (target)	nominal	2 unique values 0 missing
D1	numeric	24 unique values 0 missing
D257	numeric	8 unique values 0 missing
D513	numeric	13 unique values 0 missing
D769	numeric	14 unique values 0 missing
D1025	numeric	2 unique values 0 missing
D1281	numeric	2 unique values 0 missing
D1537	numeric	2 unique values 0 missing
D2	numeric	1768 unique values 0 missing
D258	numeric	4 unique values 0 missing
D514	numeric	11 unique values 0 missing
D770	numeric	12 unique values 0 missing
D1026	numeric	2 unique values 0 missing
D1282	numeric	2 unique values 0 missing
D1538	numeric	2 unique values 0 missing
D3	numeric	15 unique values 0 missing
D259	numeric	4 unique values 0 missing
D515	numeric	20 unique values 0 missing
D771	numeric	11 unique values 0 missing
D1027	numeric	2 unique values 0 missing
D1283	numeric	2 unique values 0 missing
D1539	numeric	2 unique values 0 missing
D4	numeric	5 unique values 0 missing
D260	numeric	9 unique values 0 missing
D516	numeric	20 unique values 0 missing
D772	numeric	11 unique values 0 missing
D1028	numeric	2 unique values 0 missing
D1284	numeric	2 unique values 0 missing
D1540	numeric	2 unique values 0 missing
D5	numeric	2923 unique values 0 missing
D261	numeric	11 unique values 0 missing
D517	numeric	18 unique values 0 missing
D773	numeric	11 unique values 0 missing
D1029	numeric	2 unique values 0 missing
D1285	numeric	2 unique values 0 missing
D1541	numeric	2 unique values 0 missing
D6	numeric	3732 unique values 0 missing
D262	numeric	8 unique values 0 missing
D518	numeric	12 unique values 0 missing
D774	numeric	24 unique values 0 missing
D1030	numeric	2 unique values 0 missing
D1286	numeric	2 unique values 0 missing
D1542	numeric	2 unique values 0 missing
D7	numeric	3685 unique values 0 missing
D263	numeric	5 unique values 0 missing
D519	numeric	16 unique values 0 missing
D775	numeric	6 unique values 0 missing
D1031	numeric	2 unique values 0 missing
D1287	numeric	2 unique values 0 missing
D1543	numeric	2 unique values 0 missing
D8	numeric	3272 unique values 0 missing
D264	numeric	5 unique values 0 missing
D520	numeric	14 unique values 0 missing
D776	numeric	5 unique values 0 missing
D1032	numeric	2 unique values 0 missing
D1288	numeric	2 unique values 0 missing
D1544	numeric	2 unique values 0 missing
D9	numeric	3741 unique values 0 missing
D265	numeric	8 unique values 0 missing
D521	numeric	14 unique values 0 missing
D777	numeric	7 unique values 0 missing
D1033	numeric	2 unique values 0 missing
D1289	numeric	2 unique values 0 missing
D1545	numeric	2 unique values 0 missing
D10	numeric	3692 unique values 0 missing
D266	numeric	4 unique values 0 missing
D522	numeric	12 unique values 0 missing
D778	numeric	7 unique values 0 missing
D1034	numeric	2 unique values 0 missing
D1290	numeric	2 unique values 0 missing
D1546	numeric	2 unique values 0 missing
D11	numeric	265 unique values 0 missing
D267	numeric	4 unique values 0 missing
D523	numeric	3 unique values 0 missing
D779	numeric	6 unique values 0 missing
D1035	numeric	2 unique values 0 missing
D1291	numeric	2 unique values 0 missing
D1547	numeric	2 unique values 0 missing
D12	numeric	12 unique values 0 missing
D268	numeric	8 unique values 0 missing
D524	numeric	8 unique values 0 missing
D780	numeric	16 unique values 0 missing
D1036	numeric	2 unique values 0 missing
D1292	numeric	2 unique values 0 missing
D1548	numeric	2 unique values 0 missing
D13	numeric	20 unique values 0 missing
D269	numeric	4 unique values 0 missing
D525	numeric	9 unique values 0 missing
D781	numeric	4 unique values 0 missing
D1037	numeric	2 unique values 0 missing
D1293	numeric	2 unique values 0 missing
D1549	numeric	2 unique values 0 missing
D14	numeric	2390 unique values 0 missing
D270	numeric	5 unique values 0 missing
D526	numeric	11 unique values 0 missing
D782	numeric	6 unique values 0 missing
D1038	numeric	2 unique values 0 missing
D1294	numeric	2 unique values 0 missing
D1550	numeric	2 unique values 0 missing
D15	numeric	3682 unique values 0 missing
D271	numeric	3 unique values 0 missing
D527	numeric	11 unique values 0 missing
D783	numeric	4 unique values 0 missing
D1039	numeric	2 unique values 0 missing
D1295	numeric	2 unique values 0 missing
D1551	numeric	2 unique values 0 missing
D16	numeric	3166 unique values 0 missing
D272	numeric	5 unique values 0 missing
D528	numeric	13 unique values 0 missing
D784	numeric	4 unique values 0 missing
D1040	numeric	2 unique values 0 missing
D1296	numeric	2 unique values 0 missing
D1552	numeric	2 unique values 0 missing
D17	numeric	3749 unique values 0 missing
D273	numeric	4 unique values 0 missing
D529	numeric	9 unique values 0 missing
D785	numeric	4 unique values 0 missing
D1041	numeric	2 unique values 0 missing
D1297	numeric	2 unique values 0 missing
D1553	numeric	2 unique values 0 missing
D18	numeric	3212 unique values 0 missing
D274	numeric	3 unique values 0 missing
D530	numeric	8 unique values 0 missing
D786	numeric	7 unique values 0 missing
D1042	numeric	2 unique values 0 missing
D1298	numeric	2 unique values 0 missing
D1554	numeric	2 unique values 0 missing
D19	numeric	2134 unique values 0 missing
D275	numeric	3 unique values 0 missing
D531	numeric	10 unique values 0 missing
D787	numeric	5 unique values 0 missing
D1043	numeric	2 unique values 0 missing
D1299	numeric	2 unique values 0 missing
D1555	numeric	2 unique values 0 missing
D20	numeric	1531 unique values 0 missing
D276	numeric	5 unique values 0 missing
D532	numeric	9 unique values 0 missing
D788	numeric	5 unique values 0 missing
D1044	numeric	2 unique values 0 missing
D1300	numeric	2 unique values 0 missing
D1556	numeric	2 unique values 0 missing
D21	numeric	1033 unique values 0 missing
D277	numeric	5 unique values 0 missing
D533	numeric	10 unique values 0 missing
D789	numeric	5 unique values 0 missing
D1045	numeric	2 unique values 0 missing
D1301	numeric	2 unique values 0 missing
D1557	numeric	2 unique values 0 missing
D22	numeric	17 unique values 0 missing
D278	numeric	3 unique values 0 missing
D534	numeric	7 unique values 0 missing
D790	numeric	3 unique values 0 missing
D1046	numeric	2 unique values 0 missing
D1302	numeric	2 unique values 0 missing
D1558	numeric	2 unique values 0 missing
D23	numeric	2 unique values 0 missing
D279	numeric	3 unique values 0 missing
D535	numeric	7 unique values 0 missing
D791	numeric	7 unique values 0 missing
D1047	numeric	2 unique values 0 missing
D1303	numeric	2 unique values 0 missing
D1559	numeric	2 unique values 0 missing
D24	numeric	5 unique values 0 missing
D280	numeric	5 unique values 0 missing
D536	numeric	9 unique values 0 missing
D792	numeric	9 unique values 0 missing
D1048	numeric	2 unique values 0 missing
D1304	numeric	2 unique values 0 missing
D1560	numeric	2 unique values 0 missing
D25	numeric	2943 unique values 0 missing
D281	numeric	5 unique values 0 missing
D537	numeric	6 unique values 0 missing
D793	numeric	9 unique values 0 missing
D1049	numeric	2 unique values 0 missing
D1305	numeric	2 unique values 0 missing
D1561	numeric	2 unique values 0 missing
D26	numeric	3280 unique values 0 missing
D282	numeric	6 unique values 0 missing
D538	numeric	7 unique values 0 missing
D794	numeric	6 unique values 0 missing
D1050	numeric	2 unique values 0 missing
D1306	numeric	2 unique values 0 missing
D1562	numeric	2 unique values 0 missing
D27	numeric	2 unique values 0 missing
D283	numeric	5 unique values 0 missing
D539	numeric	8 unique values 0 missing
D795	numeric	9 unique values 0 missing
D1051	numeric	2 unique values 0 missing
D1307	numeric	2 unique values 0 missing
D1563	numeric	2 unique values 0 missing
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D540	numeric	6 unique values 0 missing
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D1052	numeric	2 unique values 0 missing
D1308	numeric	2 unique values 0 missing
D1564	numeric	2 unique values 0 missing
D29	numeric	7 unique values 0 missing
D285	numeric	3 unique values 0 missing
D541	numeric	7 unique values 0 missing
D797	numeric	6 unique values 0 missing
D1053	numeric	2 unique values 0 missing
D1309	numeric	2 unique values 0 missing
D1565	numeric	2 unique values 0 missing
D30	numeric	3671 unique values 0 missing
D286	numeric	3 unique values 0 missing
D542	numeric	9 unique values 0 missing
D798	numeric	6 unique values 0 missing
D1054	numeric	2 unique values 0 missing
D1310	numeric	2 unique values 0 missing
D1566	numeric	2 unique values 0 missing
D31	numeric	1325 unique values 0 missing
D287	numeric	3 unique values 0 missing
D543	numeric	4 unique values 0 missing
D799	numeric	4 unique values 0 missing
D1055	numeric	2 unique values 0 missing
D1311	numeric	2 unique values 0 missing
D1567	numeric	2 unique values 0 missing
D32	numeric	1141 unique values 0 missing
D288	numeric	6 unique values 0 missing
D544	numeric	8 unique values 0 missing
D800	numeric	4 unique values 0 missing
D1056	numeric	2 unique values 0 missing
D1312	numeric	2 unique values 0 missing
D1568	numeric	2 unique values 0 missing
D33	numeric	387 unique values 0 missing
D289	numeric	6 unique values 0 missing
D545	numeric	12 unique values 0 missing
D801	numeric	3 unique values 0 missing
D1057	numeric	2 unique values 0 missing
D1313	numeric	2 unique values 0 missing
D1569	numeric	2 unique values 0 missing
D34	numeric	161 unique values 0 missing
D290	numeric	4 unique values 0 missing
D546	numeric	12 unique values 0 missing
D802	numeric	28 unique values 0 missing
D1058	numeric	2 unique values 0 missing
D1314	numeric	2 unique values 0 missing
D1570	numeric	2 unique values 0 missing
D35	numeric	121 unique values 0 missing
D291	numeric	5 unique values 0 missing
D547	numeric	13 unique values 0 missing
D803	numeric	31 unique values 0 missing
D1059	numeric	2 unique values 0 missing
D1315	numeric	2 unique values 0 missing
D1571	numeric	2 unique values 0 missing
D36	numeric	72 unique values 0 missing
D292	numeric	3 unique values 0 missing
D548	numeric	12 unique values 0 missing
D804	numeric	3 unique values 0 missing
D1060	numeric	2 unique values 0 missing
D1316	numeric	2 unique values 0 missing
D1572	numeric	2 unique values 0 missing
D37	numeric	73 unique values 0 missing
D293	numeric	4 unique values 0 missing
D549	numeric	10 unique values 0 missing
D805	numeric	4 unique values 0 missing
D1061	numeric	2 unique values 0 missing
D1317	numeric	2 unique values 0 missing
D1573	numeric	2 unique values 0 missing
D38	numeric	647 unique values 0 missing
D294	numeric	5 unique values 0 missing
D550	numeric	12 unique values 0 missing
D806	numeric	10 unique values 0 missing
D1062	numeric	2 unique values 0 missing
D1318	numeric	2 unique values 0 missing
D1574	numeric	2 unique values 0 missing
D39	numeric	458 unique values 0 missing
D295	numeric	4 unique values 0 missing
D551	numeric	10 unique values 0 missing
D807	numeric	8 unique values 0 missing
D1063	numeric	2 unique values 0 missing
D1319	numeric	2 unique values 0 missing
D1575	numeric	2 unique values 0 missing
D40	numeric	74 unique values 0 missing
D296	numeric	9 unique values 0 missing
D552	numeric	8 unique values 0 missing
D808	numeric	9 unique values 0 missing
D1064	numeric	2 unique values 0 missing
D1320	numeric	2 unique values 0 missing
D1576	numeric	2 unique values 0 missing
D41	numeric	55 unique values 0 missing
D297	numeric	4 unique values 0 missing
D553	numeric	10 unique values 0 missing
D809	numeric	12 unique values 0 missing
D1065	numeric	2 unique values 0 missing
D1321	numeric	2 unique values 0 missing
D1577	numeric	2 unique values 0 missing
D42	numeric	70 unique values 0 missing
D298	numeric	6 unique values 0 missing
D554	numeric	11 unique values 0 missing
D810	numeric	16 unique values 0 missing
D1066	numeric	2 unique values 0 missing
D1322	numeric	2 unique values 0 missing
D1578	numeric	2 unique values 0 missing
D43	numeric	156 unique values 0 missing
D299	numeric	7 unique values 0 missing
D555	numeric	10 unique values 0 missing
D811	numeric	17 unique values 0 missing
D1067	numeric	2 unique values 0 missing
D1323	numeric	2 unique values 0 missing
D1579	numeric	2 unique values 0 missing
D44	numeric	200 unique values 0 missing
D300	numeric	6 unique values 0 missing
D556	numeric	17 unique values 0 missing
D812	numeric	12 unique values 0 missing
D1068	numeric	2 unique values 0 missing
D1324	numeric	2 unique values 0 missing
D1580	numeric	2 unique values 0 missing
D45	numeric	2610 unique values 0 missing
D301	numeric	5 unique values 0 missing
D557	numeric	15 unique values 0 missing
D813	numeric	14 unique values 0 missing
D1069	numeric	2 unique values 0 missing
D1325	numeric	2 unique values 0 missing
D1581	numeric	2 unique values 0 missing
D46	numeric	3334 unique values 0 missing
D302	numeric	3 unique values 0 missing
D558	numeric	17 unique values 0 missing
D814	numeric	11 unique values 0 missing
D1070	numeric	2 unique values 0 missing
D1326	numeric	2 unique values 0 missing
D1582	numeric	2 unique values 0 missing
D47	numeric	3131 unique values 0 missing
D303	numeric	3 unique values 0 missing
D559	numeric	15 unique values 0 missing
D815	numeric	11 unique values 0 missing
D1071	numeric	2 unique values 0 missing
D1327	numeric	2 unique values 0 missing
D1583	numeric	2 unique values 0 missing
D48	numeric	732 unique values 0 missing
D304	numeric	5 unique values 0 missing
D560	numeric	15 unique values 0 missing
D816	numeric	12 unique values 0 missing
D1072	numeric	2 unique values 0 missing
D1328	numeric	2 unique values 0 missing
D1584	numeric	2 unique values 0 missing
D49	numeric	345 unique values 0 missing
D305	numeric	4 unique values 0 missing
D561	numeric	16 unique values 0 missing
D817	numeric	11 unique values 0 missing
D1073	numeric	2 unique values 0 missing
D1329	numeric	2 unique values 0 missing
D1585	numeric	2 unique values 0 missing
D50	numeric	26 unique values 0 missing
D306	numeric	5 unique values 0 missing
D562	numeric	14 unique values 0 missing
D818	numeric	8 unique values 0 missing
D1074	numeric	2 unique values 0 missing
D1330	numeric	2 unique values 0 missing
D1586	numeric	2 unique values 0 missing
D51	numeric	2 unique values 0 missing
D307	numeric	4 unique values 0 missing
D563	numeric	14 unique values 0 missing
D819	numeric	11 unique values 0 missing
D1075	numeric	2 unique values 0 missing
D1331	numeric	2 unique values 0 missing
D1587	numeric	2 unique values 0 missing
D52	numeric	208 unique values 0 missing
D308	numeric	5 unique values 0 missing
D564	numeric	13 unique values 0 missing
D820	numeric	5 unique values 0 missing
D1076	numeric	2 unique values 0 missing
D1332	numeric	2 unique values 0 missing
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D53	numeric	202 unique values 0 missing
D309	numeric	5 unique values 0 missing
D565	numeric	10 unique values 0 missing
D821	numeric	4 unique values 0 missing
D1077	numeric	2 unique values 0 missing
D1333	numeric	2 unique values 0 missing
D1589	numeric	2 unique values 0 missing
D54	numeric	461 unique values 0 missing
D310	numeric	8 unique values 0 missing
D566	numeric	10 unique values 0 missing
D822	numeric	3 unique values 0 missing
D1078	numeric	2 unique values 0 missing
D1334	numeric	2 unique values 0 missing
D1590	numeric	2 unique values 0 missing
D55	numeric	356 unique values 0 missing
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D823	numeric	2 unique values 0 missing
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D1591	numeric	2 unique values 0 missing
D56	numeric	254 unique values 0 missing
D312	numeric	10 unique values 0 missing
D568	numeric	2 unique values 0 missing
D824	numeric	3 unique values 0 missing
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D60	numeric	90 unique values 0 missing
D316	numeric	8 unique values 0 missing
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D828	numeric	3 unique values 0 missing
D1084	numeric	2 unique values 0 missing
D1340	numeric	2 unique values 0 missing
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D317	numeric	3 unique values 0 missing
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D829	numeric	4 unique values 0 missing
D1085	numeric	2 unique values 0 missing
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D62	numeric	149 unique values 0 missing
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D831	numeric	5 unique values 0 missing
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D837	numeric	4 unique values 0 missing
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D337	numeric	10 unique values 0 missing
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D1105	numeric	2 unique values 0 missing
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D1107	numeric	2 unique values 0 missing
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D1619	numeric	2 unique values 0 missing
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D1620	numeric	2 unique values 0 missing
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D1109	numeric	2 unique values 0 missing
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D1621	numeric	2 unique values 0 missing
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D1366	numeric	2 unique values 0 missing
D1622	numeric	2 unique values 0 missing
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D343	numeric	8 unique values 0 missing
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D855	numeric	7 unique values 0 missing
D1111	numeric	2 unique values 0 missing
D1367	numeric	2 unique values 0 missing
D1623	numeric	2 unique values 0 missing
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D344	numeric	7 unique values 0 missing
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D1112	numeric	2 unique values 0 missing
D1368	numeric	2 unique values 0 missing
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D89	numeric	3658 unique values 0 missing
D345	numeric	9 unique values 0 missing
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D1113	numeric	2 unique values 0 missing
D1369	numeric	2 unique values 0 missing
D1625	numeric	2 unique values 0 missing
D90	numeric	3356 unique values 0 missing
D346	numeric	4 unique values 0 missing
D602	numeric	3 unique values 0 missing
D858	numeric	2 unique values 0 missing
D1114	numeric	2 unique values 0 missing
D1370	numeric	2 unique values 0 missing
D1626	numeric	2 unique values 0 missing
D91	numeric	3372 unique values 0 missing
D347	numeric	5 unique values 0 missing
D603	numeric	4 unique values 0 missing
D859	numeric	6 unique values 0 missing
D1115	numeric	2 unique values 0 missing
D1371	numeric	2 unique values 0 missing
D1627	numeric	2 unique values 0 missing
D92	numeric	13 unique values 0 missing
D348	numeric	8 unique values 0 missing
D604	numeric	3 unique values 0 missing
D860	numeric	5 unique values 0 missing
D1116	numeric	2 unique values 0 missing
D1372	numeric	2 unique values 0 missing
D1628	numeric	2 unique values 0 missing
D93	numeric	15 unique values 0 missing
D349	numeric	9 unique values 0 missing
D605	numeric	4 unique values 0 missing
D861	numeric	4 unique values 0 missing
D1117	numeric	2 unique values 0 missing
D1373	numeric	2 unique values 0 missing
D1629	numeric	2 unique values 0 missing
D94	numeric	2 unique values 0 missing
D350	numeric	10 unique values 0 missing
D606	numeric	6 unique values 0 missing
D862	numeric	3 unique values 0 missing
D1118	numeric	2 unique values 0 missing
D1374	numeric	2 unique values 0 missing
D1630	numeric	2 unique values 0 missing
D95	numeric	1333 unique values 0 missing
D351	numeric	10 unique values 0 missing
D607	numeric	10 unique values 0 missing
D863	numeric	11 unique values 0 missing
D1119	numeric	2 unique values 0 missing
D1375	numeric	2 unique values 0 missing
D1631	numeric	2 unique values 0 missing
D96	numeric	25 unique values 0 missing
D352	numeric	9 unique values 0 missing
D608	numeric	10 unique values 0 missing
D864	numeric	11 unique values 0 missing
D1120	numeric	2 unique values 0 missing
D1376	numeric	2 unique values 0 missing
D1632	numeric	2 unique values 0 missing
D97	numeric	15 unique values 0 missing
D353	numeric	8 unique values 0 missing
D609	numeric	6 unique values 0 missing
D865	numeric	10 unique values 0 missing
D1121	numeric	2 unique values 0 missing
D1377	numeric	2 unique values 0 missing
D1633	numeric	2 unique values 0 missing
D98	numeric	5 unique values 0 missing
D354	numeric	7 unique values 0 missing
D610	numeric	7 unique values 0 missing
D866	numeric	9 unique values 0 missing
D1122	numeric	2 unique values 0 missing
D1378	numeric	2 unique values 0 missing
D1634	numeric	2 unique values 0 missing
D99	numeric	2455 unique values 0 missing
D355	numeric	7 unique values 0 missing
D611	numeric	6 unique values 0 missing
D867	numeric	10 unique values 0 missing
D1123	numeric	2 unique values 0 missing
D1379	numeric	2 unique values 0 missing
D1635	numeric	2 unique values 0 missing
D100	numeric	444 unique values 0 missing
D356	numeric	6 unique values 0 missing
D612	numeric	7 unique values 0 missing
D868	numeric	9 unique values 0 missing
D1124	numeric	2 unique values 0 missing
D1380	numeric	2 unique values 0 missing
D1636	numeric	2 unique values 0 missing
D101	numeric	447 unique values 0 missing
D357	numeric	6 unique values 0 missing
D613	numeric	7 unique values 0 missing
D869	numeric	8 unique values 0 missing
D1125	numeric	2 unique values 0 missing
D1381	numeric	2 unique values 0 missing
D1637	numeric	2 unique values 0 missing
D102	numeric	2900 unique values 0 missing
D358	numeric	5 unique values 0 missing
D614	numeric	5 unique values 0 missing
D870	numeric	6 unique values 0 missing
D1126	numeric	2 unique values 0 missing
D1382	numeric	2 unique values 0 missing
D1638	numeric	2 unique values 0 missing
D103	numeric	2980 unique values 0 missing
D359	numeric	5 unique values 0 missing
D615	numeric	5 unique values 0 missing
D871	numeric	5 unique values 0 missing
D1127	numeric	2 unique values 0 missing
D1383	numeric	2 unique values 0 missing
D1639	numeric	2 unique values 0 missing
D104	numeric	3613 unique values 0 missing
D360	numeric	7 unique values 0 missing
D616	numeric	3 unique values 0 missing
D872	numeric	4 unique values 0 missing
D1128	numeric	2 unique values 0 missing
D1384	numeric	2 unique values 0 missing
D1640	numeric	2 unique values 0 missing
D105	numeric	3640 unique values 0 missing
D361	numeric	8 unique values 0 missing
D617	numeric	5 unique values 0 missing
D873	numeric	10 unique values 0 missing
D1129	numeric	2 unique values 0 missing
D1385	numeric	2 unique values 0 missing
D1641	numeric	2 unique values 0 missing
D106	numeric	3638 unique values 0 missing
D362	numeric	5 unique values 0 missing
D618	numeric	5 unique values 0 missing
D874	numeric	5 unique values 0 missing
D1130	numeric	2 unique values 0 missing
D1386	numeric	2 unique values 0 missing
D1642	numeric	2 unique values 0 missing
D107	numeric	3595 unique values 0 missing
D363	numeric	6 unique values 0 missing
D619	numeric	5 unique values 0 missing
D875	numeric	4 unique values 0 missing
D1131	numeric	2 unique values 0 missing
D1387	numeric	2 unique values 0 missing
D1643	numeric	2 unique values 0 missing
D108	numeric	7 unique values 0 missing
D364	numeric	5 unique values 0 missing
D620	numeric	6 unique values 0 missing
D876	numeric	5 unique values 0 missing
D1132	numeric	2 unique values 0 missing
D1388	numeric	2 unique values 0 missing
D1644	numeric	2 unique values 0 missing
D109	numeric	6 unique values 0 missing
D365	numeric	5 unique values 0 missing
D621	numeric	11 unique values 0 missing
D877	numeric	5 unique values 0 missing
D1133	numeric	2 unique values 0 missing
D1389	numeric	2 unique values 0 missing
D1645	numeric	2 unique values 0 missing
D110	numeric	7 unique values 0 missing
D366	numeric	4 unique values 0 missing
D622	numeric	12 unique values 0 missing
D878	numeric	6 unique values 0 missing
D1134	numeric	2 unique values 0 missing
D1390	numeric	2 unique values 0 missing
D1646	numeric	2 unique values 0 missing
D111	numeric	7 unique values 0 missing
D367	numeric	5 unique values 0 missing
D623	numeric	9 unique values 0 missing
D879	numeric	4 unique values 0 missing
D1135	numeric	2 unique values 0 missing
D1391	numeric	2 unique values 0 missing
D1647	numeric	2 unique values 0 missing
D112	numeric	5 unique values 0 missing
D368	numeric	4 unique values 0 missing
D624	numeric	8 unique values 0 missing
D880	numeric	6 unique values 0 missing
D1136	numeric	2 unique values 0 missing
D1392	numeric	2 unique values 0 missing
D1648	numeric	2 unique values 0 missing
D113	numeric	6 unique values 0 missing
D369	numeric	4 unique values 0 missing
D625	numeric	10 unique values 0 missing
D881	numeric	11 unique values 0 missing
D1137	numeric	2 unique values 0 missing
D1393	numeric	2 unique values 0 missing
D1649	numeric	2 unique values 0 missing
D114	numeric	6 unique values 0 missing
D370	numeric	5 unique values 0 missing
D626	numeric	8 unique values 0 missing
D882	numeric	11 unique values 0 missing
D1138	numeric	2 unique values 0 missing
D1394	numeric	2 unique values 0 missing
D1650	numeric	2 unique values 0 missing
D115	numeric	6 unique values 0 missing
D371	numeric	3 unique values 0 missing
D627	numeric	9 unique values 0 missing
D883	numeric	10 unique values 0 missing
D1139	numeric	2 unique values 0 missing
D1395	numeric	2 unique values 0 missing
D1651	numeric	2 unique values 0 missing
D116	numeric	5 unique values 0 missing
D372	numeric	7 unique values 0 missing
D628	numeric	6 unique values 0 missing
D884	numeric	7 unique values 0 missing
D1140	numeric	2 unique values 0 missing
D1396	numeric	2 unique values 0 missing
D1652	numeric	2 unique values 0 missing
D117	numeric	746 unique values 0 missing
D373	numeric	9 unique values 0 missing
D629	numeric	7 unique values 0 missing
D885	numeric	7 unique values 0 missing
D1141	numeric	2 unique values 0 missing
D1397	numeric	2 unique values 0 missing
D1653	numeric	2 unique values 0 missing
D118	numeric	416 unique values 0 missing
D374	numeric	12 unique values 0 missing
D630	numeric	5 unique values 0 missing
D886	numeric	8 unique values 0 missing
D1142	numeric	2 unique values 0 missing
D1398	numeric	2 unique values 0 missing
D1654	numeric	2 unique values 0 missing
D119	numeric	542 unique values 0 missing
D375	numeric	10 unique values 0 missing
D631	numeric	4 unique values 0 missing
D887	numeric	4 unique values 0 missing
D1143	numeric	2 unique values 0 missing
D1399	numeric	2 unique values 0 missing
D1655	numeric	2 unique values 0 missing
D120	numeric	274 unique values 0 missing
D376	numeric	7 unique values 0 missing
D632	numeric	4 unique values 0 missing
D888	numeric	3 unique values 0 missing
D1144	numeric	2 unique values 0 missing
D1400	numeric	2 unique values 0 missing
D1656	numeric	2 unique values 0 missing
D121	numeric	304 unique values 0 missing
D377	numeric	9 unique values 0 missing
D633	numeric	4 unique values 0 missing
D889	numeric	24 unique values 0 missing
D1145	numeric	2 unique values 0 missing
D1401	numeric	2 unique values 0 missing
D1657	numeric	2 unique values 0 missing
D122	numeric	170 unique values 0 missing
D378	numeric	9 unique values 0 missing
D634	numeric	9 unique values 0 missing
D890	numeric	21 unique values 0 missing
D1146	numeric	2 unique values 0 missing
D1402	numeric	2 unique values 0 missing
D1658	numeric	2 unique values 0 missing
D123	numeric	199 unique values 0 missing
D379	numeric	8 unique values 0 missing
D635	numeric	4 unique values 0 missing
D891	numeric	15 unique values 0 missing
D1147	numeric	2 unique values 0 missing
D1403	numeric	2 unique values 0 missing
D1659	numeric	2 unique values 0 missing
D124	numeric	128 unique values 0 missing
D380	numeric	7 unique values 0 missing
D636	numeric	6 unique values 0 missing
D892	numeric	15 unique values 0 missing
D1148	numeric	2 unique values 0 missing
D1404	numeric	2 unique values 0 missing
D1660	numeric	2 unique values 0 missing
D125	numeric	80 unique values 0 missing
D381	numeric	6 unique values 0 missing
D637	numeric	6 unique values 0 missing
D893	numeric	11 unique values 0 missing
D1149	numeric	2 unique values 0 missing
D1405	numeric	2 unique values 0 missing
D1661	numeric	2 unique values 0 missing
D126	numeric	33 unique values 0 missing
D382	numeric	8 unique values 0 missing
D638	numeric	5 unique values 0 missing
D894	numeric	11 unique values 0 missing
D1150	numeric	2 unique values 0 missing
D1406	numeric	2 unique values 0 missing
D1662	numeric	2 unique values 0 missing
D127	numeric	7 unique values 0 missing
D383	numeric	6 unique values 0 missing
D639	numeric	7 unique values 0 missing
D895	numeric	10 unique values 0 missing
D1151	numeric	2 unique values 0 missing
D1407	numeric	2 unique values 0 missing
D1663	numeric	2 unique values 0 missing
D128	numeric	20 unique values 0 missing
D384	numeric	6 unique values 0 missing
D640	numeric	5 unique values 0 missing
D896	numeric	11 unique values 0 missing
D1152	numeric	2 unique values 0 missing
D1408	numeric	2 unique values 0 missing
D1664	numeric	2 unique values 0 missing
D129	numeric	14 unique values 0 missing
D385	numeric	6 unique values 0 missing
D641	numeric	4 unique values 0 missing
D897	numeric	10 unique values 0 missing
D1153	numeric	2 unique values 0 missing
D1409	numeric	2 unique values 0 missing
D1665	numeric	2 unique values 0 missing
D130	numeric	26 unique values 0 missing
D386	numeric	3 unique values 0 missing
D642	numeric	5 unique values 0 missing
D898	numeric	7 unique values 0 missing
D1154	numeric	2 unique values 0 missing
D1410	numeric	2 unique values 0 missing
D1666	numeric	2 unique values 0 missing
D131	numeric	32 unique values 0 missing
D387	numeric	4 unique values 0 missing
D643	numeric	4 unique values 0 missing
D899	numeric	14 unique values 0 missing
D1155	numeric	2 unique values 0 missing
D1411	numeric	2 unique values 0 missing
D1667	numeric	2 unique values 0 missing
D132	numeric	10 unique values 0 missing
D388	numeric	6 unique values 0 missing
D644	numeric	4 unique values 0 missing
D900	numeric	7 unique values 0 missing
D1156	numeric	2 unique values 0 missing
D1412	numeric	2 unique values 0 missing
D1668	numeric	2 unique values 0 missing
D133	numeric	11 unique values 0 missing
D389	numeric	5 unique values 0 missing
D645	numeric	4 unique values 0 missing
D901	numeric	8 unique values 0 missing
D1157	numeric	2 unique values 0 missing
D1413	numeric	2 unique values 0 missing
D1669	numeric	2 unique values 0 missing
D134	numeric	7 unique values 0 missing
D390	numeric	6 unique values 0 missing
D646	numeric	4 unique values 0 missing
D902	numeric	6 unique values 0 missing
D1158	numeric	2 unique values 0 missing
D1414	numeric	2 unique values 0 missing
D1670	numeric	2 unique values 0 missing
D135	numeric	13 unique values 0 missing
D391	numeric	9 unique values 0 missing
D647	numeric	5 unique values 0 missing
D903	numeric	7 unique values 0 missing
D1159	numeric	2 unique values 0 missing
D1415	numeric	2 unique values 0 missing
D1671	numeric	2 unique values 0 missing
D136	numeric	8 unique values 0 missing
D392	numeric	7 unique values 0 missing
D648	numeric	6 unique values 0 missing
D904	numeric	7 unique values 0 missing
D1160	numeric	2 unique values 0 missing
D1416	numeric	2 unique values 0 missing
D1672	numeric	2 unique values 0 missing
D137	numeric	14 unique values 0 missing
D393	numeric	7 unique values 0 missing
D649	numeric	11 unique values 0 missing
D905	numeric	6 unique values 0 missing
D1161	numeric	2 unique values 0 missing
D1417	numeric	2 unique values 0 missing
D1673	numeric	2 unique values 0 missing
D138	numeric	10 unique values 0 missing
D394	numeric	7 unique values 0 missing
D650	numeric	5 unique values 0 missing
D906	numeric	5 unique values 0 missing
D1162	numeric	2 unique values 0 missing
D1418	numeric	2 unique values 0 missing
D1674	numeric	2 unique values 0 missing
D139	numeric	27 unique values 0 missing
D395	numeric	5 unique values 0 missing
D651	numeric	6 unique values 0 missing
D907	numeric	7 unique values 0 missing
D1163	numeric	2 unique values 0 missing
D1419	numeric	2 unique values 0 missing
D1675	numeric	2 unique values 0 missing
D140	numeric	11 unique values 0 missing
D396	numeric	6 unique values 0 missing
D652	numeric	5 unique values 0 missing
D908	numeric	5 unique values 0 missing
D1164	numeric	2 unique values 0 missing
D1420	numeric	2 unique values 0 missing
D1676	numeric	2 unique values 0 missing
D141	numeric	11 unique values 0 missing
D397	numeric	6 unique values 0 missing
D653	numeric	9 unique values 0 missing
D909	numeric	5 unique values 0 missing
D1165	numeric	2 unique values 0 missing
D1421	numeric	2 unique values 0 missing
D1677	numeric	2 unique values 0 missing
D142	numeric	12 unique values 0 missing
D398	numeric	5 unique values 0 missing
D654	numeric	3 unique values 0 missing
D910	numeric	4 unique values 0 missing
D1166	numeric	2 unique values 0 missing
D1422	numeric	2 unique values 0 missing
D1678	numeric	2 unique values 0 missing
D143	numeric	21 unique values 0 missing
D399	numeric	10 unique values 0 missing
D655	numeric	4 unique values 0 missing
D911	numeric	73 unique values 0 missing
D1167	numeric	2 unique values 0 missing

Show first 100 features

107 properties

NumberOfInstances

3751

Number of instances (rows) of the dataset.

NumberOfFeatures

1777

Number of attributes (columns) of the dataset.

NumberOfClasses

Number of distinct values of the target attribute (if it is nominal).

NumberOfMissingValues

Number of missing values in the dataset.

NumberOfInstancesWithMissingValues

Number of instances with at least one value missing.

NumberOfNumericFeatures

1776

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

kNN1NKappa

0.45

Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk

MajorityClassSize

2034

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

Quartile2KurtosisOfNumericAtts

43.17

Second quartile (Median) of kurtosis among attributes of the numeric type.

REPTreeDepth2Kappa

0.49

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 2

ClassEntropy

0.99

Entropy of the target attribute values.

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-2

Minimum kurtosis among attributes of the numeric type.

Quartile2MeansOfNumericAtts

0.02

Second quartile (Median) of means among attributes of the numeric type.

REPTreeDepth3AUC

0.77

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 3

DecisionStumpAUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump

MaxKurtosisOfNumericAtts

3751

Maximum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

Minimum of means among attributes of the numeric type.

Quartile2MutualInformation

Second quartile (Median) of mutual information between the nominal attributes and the target attribute.

REPTreeDepth3ErrRate

0.25

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 3

DecisionStumpErrRate

0.26

Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump

MaxMeansOfNumericAtts

0.97

Maximum of means among attributes of the numeric type.

MinMutualInformation

Minimal mutual information between the nominal attributes and the target attribute.

Quartile2SkewnessOfNumericAtts

6.28

Second quartile (Median) of skewness among attributes of the numeric type.

REPTreeDepth3Kappa

0.49

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 3

DecisionStumpKappa

0.47

Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump

MaxMutualInformation

Maximum mutual information between the nominal attributes and the target attribute.

MinNominalAttDistinctValues

The minimal number of distinct values among attributes of the nominal type.

PercentageOfBinaryFeatures

0.06

Percentage of binary attributes.

Quartile2StdDevOfNumericAtts

0.11

Second quartile (Median) of standard deviation of attributes of the numeric type.

RandomTreeDepth1AUC

0.68

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

Dimensionality

0.47

Number of attributes divided by the number of instances.

MaxNominalAttDistinctValues

The maximum number of distinct values among attributes of the nominal type.

MinSkewnessOfNumericAtts

-31.46

Minimum skewness among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

RandomTreeDepth1ErrRate

0.32

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

EquivalentNumberOfAtts

Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.

MaxSkewnessOfNumericAtts

61.25

Maximum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

Minimum standard deviation of attributes of the numeric type.

PercentageOfMissingValues

Percentage of missing values.

Quartile3KurtosisOfNumericAtts

144.56

Third quartile of kurtosis among attributes of the numeric type.

AutoCorrelation

0.5

Average class difference between consecutive instances.

RandomTreeDepth1Kappa

0.35

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

J48.00001.AUC

0.7

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .00001

J48.00001.ErrRate

0.28

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .00001

MaxStdDevOfNumericAtts

0.5

Maximum standard deviation of attributes of the numeric type.

MinorityClassPercentage

45.77

Percentage of instances belonging to the least frequent class.

PercentageOfNumericFeatures

99.94

Percentage of numeric attributes.

Quartile3MeansOfNumericAtts

0.1

Third quartile of means among attributes of the numeric type.

CfsSubsetEval_DecisionStumpAUC

0.76

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth2AUC

0.68

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

J48.00001.Kappa

0.43

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .00001

MeanAttributeEntropy

Average entropy of the attributes.

MinorityClassSize

1717

Number of instances belonging to the least frequent class.

PercentageOfSymbolicFeatures

0.06

Percentage of nominal attributes.

Quartile3MutualInformation

Third quartile of mutual information between the nominal attributes and the target attribute.

CfsSubsetEval_DecisionStumpErrRate

0.26

Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth2ErrRate

0.32

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

J48.0001.AUC

0.7

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .0001

MeanKurtosisOfNumericAtts

162.45

Mean kurtosis among attributes of the numeric type.

NaiveBayesAUC

0.72

Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile3SkewnessOfNumericAtts

10.53

Third quartile of skewness among attributes of the numeric type.

CfsSubsetEval_DecisionStumpKappa

0.47

Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth2Kappa

0.35

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

J48.0001.ErrRate

0.28

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .0001

MeanMeansOfNumericAtts

0.09

Mean of means among attributes of the numeric type.

NaiveBayesErrRate

0.34

Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes

Quartile1KurtosisOfNumericAtts

6.25

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.25

Third quartile of standard deviation of attributes of the numeric type.

CfsSubsetEval_NaiveBayesAUC

0.76

Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth3AUC

0.68

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

RandomTreeDepth3ErrRate

0.32

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

J48.0001.Kappa

0.43

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .0001

MeanMutualInformation

Average mutual information between the nominal attributes and the target attribute.

NaiveBayesKappa

0.3

Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes

Quartile1MeansOfNumericAtts

0.01

First quartile of means among attributes of the numeric type.

REPTreeDepth1AUC

0.77

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 1

CfsSubsetEval_NaiveBayesErrRate

0.26

Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth3Kappa

0.35

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

J48.001.AUC

0.7

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .001

MeanNoiseToSignalRatio

An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.

NumberOfBinaryFeatures

Number of binary attributes.

Quartile1MutualInformation

First quartile of mutual information between the nominal attributes and the target attribute.

REPTreeDepth1ErrRate

0.25

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 1

CfsSubsetEval_NaiveBayesKappa

0.47

Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

StdvNominalAttDistinctValues

Standard deviation of the number of distinct values among attributes of the nominal type.

J48.001.ErrRate

0.28

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .001

MeanNominalAttDistinctValues

Average number of distinct values among the attributes of the nominal type.

Quartile1SkewnessOfNumericAtts

2.48

First quartile of skewness among attributes of the numeric type.

REPTreeDepth1Kappa

0.49

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 1

CfsSubsetEval_kNN1NAUC

0.76

Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

kNN1NAUC

0.72

Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk

J48.001.Kappa

0.43

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .001

MeanSkewnessOfNumericAtts

8.21

Mean skewness among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

0.05

First quartile of standard deviation of attributes of the numeric type.

REPTreeDepth2AUC

0.77

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 2

CfsSubsetEval_kNN1NErrRate

0.26

Error rate achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

kNN1NErrRate

0.27

Error rate achieved by the landmarker weka.classifiers.lazy.IBk

MajorityClassPercentage

54.23

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

0.16

Mean standard deviation of attributes of the numeric type.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

REPTreeDepth2ErrRate

0.25

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 2

CfsSubsetEval_kNN1NKappa

0.47

Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

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