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dbworld-bodies-stemmed

active ARFF Publicly available Visibility: public Uploaded 01-06-2015 by Rafael Gomes Mantovani
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Author: Michele Filannino Source: UCI Please cite: * Dataset: DBworld e-mails data set Task: dbworld-bodies-stemmed * Source: Michele Filannino, PhD University of Manchester Centre for Doctoral Training Email: filannim_AT_cs.man.ac.uk * Data Set Information: I collected 64 e-mails from DBWorld newsletter and I used them to train different algorithms in order to classify between 'announces of conferences' and 'everything else'. I used a binary bag-of-words representation with a stopword removal pre-processing task before. * Attribute Information: Each attribute corresponds to a precise word or stem in the entire data set vocabulary (I used bag-of-words representation). * Relevant Papers: Michele Filannino, 'DBWorld e-mail classification using a very small corpus', Project of Machine Learning course, University of Manchester, 2011.

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V3366	nominal	2 unique values 0 missing
V3622	nominal	2 unique values 0 missing
V39	nominal	2 unique values 0 missing
V295	nominal	2 unique values 0 missing
V551	nominal	2 unique values 0 missing
V807	nominal	2 unique values 0 missing
V1063	nominal	2 unique values 0 missing
V1319	nominal	2 unique values 0 missing
V1575	nominal	2 unique values 0 missing
V1831	nominal	2 unique values 0 missing
V2087	nominal	2 unique values 0 missing
V2343	nominal	2 unique values 0 missing
V2599	nominal	2 unique values 0 missing
V2855	nominal	2 unique values 0 missing
V3111	nominal	2 unique values 0 missing
V3367	nominal	2 unique values 0 missing
V3623	nominal	2 unique values 0 missing
V40	nominal	2 unique values 0 missing
V296	nominal	2 unique values 0 missing
V552	nominal	2 unique values 0 missing
V808	nominal	2 unique values 0 missing
V1064	nominal	2 unique values 0 missing
V1320	nominal	2 unique values 0 missing
V1576	nominal	2 unique values 0 missing
V1832	nominal	2 unique values 0 missing
V2088	nominal	2 unique values 0 missing
V2344	nominal	2 unique values 0 missing
V2600	nominal	2 unique values 0 missing
V2856	nominal	2 unique values 0 missing
V3112	nominal	2 unique values 0 missing
V3368	nominal	2 unique values 0 missing
V3624	nominal	2 unique values 0 missing
V41	nominal	2 unique values 0 missing
V297	nominal	2 unique values 0 missing
V553	nominal	2 unique values 0 missing
V809	nominal	2 unique values 0 missing
V1065	nominal	2 unique values 0 missing
V1321	nominal	2 unique values 0 missing
V1577	nominal	2 unique values 0 missing
V1833	nominal	2 unique values 0 missing
V2089	nominal	2 unique values 0 missing
V2345	nominal	2 unique values 0 missing
V2601	nominal	2 unique values 0 missing
V2857	nominal	2 unique values 0 missing
V3113	nominal	2 unique values 0 missing
V3369	nominal	2 unique values 0 missing
V3625	nominal	2 unique values 0 missing
V42	nominal	2 unique values 0 missing
V298	nominal	2 unique values 0 missing
V554	nominal	2 unique values 0 missing
V810	nominal	2 unique values 0 missing
V1066	nominal	2 unique values 0 missing
V1322	nominal	2 unique values 0 missing
V1578	nominal	2 unique values 0 missing
V1834	nominal	2 unique values 0 missing
V2090	nominal	2 unique values 0 missing
V2346	nominal	2 unique values 0 missing
V2602	nominal	2 unique values 0 missing
V2858	nominal	2 unique values 0 missing
V3114	nominal	2 unique values 0 missing
V3370	nominal	2 unique values 0 missing
V3626	nominal	2 unique values 0 missing
V43	nominal	2 unique values 0 missing
V299	nominal	2 unique values 0 missing
V555	nominal	2 unique values 0 missing
V811	nominal	2 unique values 0 missing
V1067	nominal	2 unique values 0 missing
V1323	nominal	2 unique values 0 missing
V1579	nominal	2 unique values 0 missing
V1835	nominal	2 unique values 0 missing
V2091	nominal	2 unique values 0 missing
V2347	nominal	2 unique values 0 missing
V2603	nominal	2 unique values 0 missing
V2859	nominal	2 unique values 0 missing
V3115	nominal	2 unique values 0 missing
V3371	nominal	2 unique values 0 missing
V3627	nominal	2 unique values 0 missing
V44	nominal	2 unique values 0 missing
V300	nominal	2 unique values 0 missing
V556	nominal	2 unique values 0 missing
V812	nominal	2 unique values 0 missing
V1068	nominal	2 unique values 0 missing
V1324	nominal	2 unique values 0 missing
V1580	nominal	2 unique values 0 missing
V1836	nominal	2 unique values 0 missing
V2092	nominal	2 unique values 0 missing
V2348	nominal	2 unique values 0 missing
V2604	nominal	2 unique values 0 missing
V2860	nominal	2 unique values 0 missing
V3116	nominal	2 unique values 0 missing
V3372	nominal	2 unique values 0 missing
V3628	nominal	2 unique values 0 missing
V45	nominal	2 unique values 0 missing
V301	nominal	2 unique values 0 missing
V557	nominal	2 unique values 0 missing
V813	nominal	2 unique values 0 missing
V1069	nominal	2 unique values 0 missing
V1325	nominal	2 unique values 0 missing
V1581	nominal	2 unique values 0 missing
V1837	nominal	2 unique values 0 missing
V2093	nominal	2 unique values 0 missing
V2349	nominal	2 unique values 0 missing
V2605	nominal	2 unique values 0 missing
V2861	nominal	2 unique values 0 missing
V3117	nominal	2 unique values 0 missing
V3373	nominal	2 unique values 0 missing
V3629	nominal	2 unique values 0 missing
V46	nominal	2 unique values 0 missing
V302	nominal	2 unique values 0 missing
V558	nominal	2 unique values 0 missing
V814	nominal	2 unique values 0 missing
V1070	nominal	2 unique values 0 missing
V1326	nominal	2 unique values 0 missing
V1582	nominal	2 unique values 0 missing
V1838	nominal	2 unique values 0 missing
V2094	nominal	2 unique values 0 missing
V2350	nominal	2 unique values 0 missing
V2606	nominal	2 unique values 0 missing
V2862	nominal	2 unique values 0 missing
V3118	nominal	2 unique values 0 missing
V3374	nominal	2 unique values 0 missing
V3630	nominal	2 unique values 0 missing
V47	nominal	2 unique values 0 missing
V303	nominal	2 unique values 0 missing
V559	nominal	2 unique values 0 missing
V815	nominal	2 unique values 0 missing
V1071	nominal	2 unique values 0 missing
V1327	nominal	2 unique values 0 missing
V1583	nominal	2 unique values 0 missing
V1839	nominal	2 unique values 0 missing
V2095	nominal	2 unique values 0 missing
V2351	nominal	2 unique values 0 missing
V2607	nominal	2 unique values 0 missing
V2863	nominal	2 unique values 0 missing
V3119	nominal	2 unique values 0 missing
V3375	nominal	2 unique values 0 missing
V3631	nominal	2 unique values 0 missing
V48	nominal	2 unique values 0 missing
V304	nominal	2 unique values 0 missing
V560	nominal	2 unique values 0 missing
V816	nominal	2 unique values 0 missing
V1072	nominal	2 unique values 0 missing
V1328	nominal	2 unique values 0 missing
V1584	nominal	2 unique values 0 missing
V1840	nominal	2 unique values 0 missing
V2096	nominal	2 unique values 0 missing
V2352	nominal	2 unique values 0 missing
V2608	nominal	2 unique values 0 missing
V2864	nominal	2 unique values 0 missing
V3120	nominal	2 unique values 0 missing
V3376	nominal	2 unique values 0 missing
V3632	nominal	2 unique values 0 missing
V49	nominal	2 unique values 0 missing
V305	nominal	2 unique values 0 missing
V561	nominal	2 unique values 0 missing
V817	nominal	2 unique values 0 missing
V1073	nominal	2 unique values 0 missing
V1329	nominal	2 unique values 0 missing
V1585	nominal	2 unique values 0 missing
V1841	nominal	2 unique values 0 missing
V2097	nominal	2 unique values 0 missing
V2353	nominal	2 unique values 0 missing
V2609	nominal	2 unique values 0 missing
V2865	nominal	2 unique values 0 missing
V3121	nominal	2 unique values 0 missing
V3377	nominal	2 unique values 0 missing
V3633	nominal	2 unique values 0 missing
V50	nominal	2 unique values 0 missing
V306	nominal	2 unique values 0 missing
V562	nominal	2 unique values 0 missing
V818	nominal	2 unique values 0 missing
V1074	nominal	2 unique values 0 missing
V1330	nominal	2 unique values 0 missing
V1586	nominal	2 unique values 0 missing
V1842	nominal	2 unique values 0 missing
V2098	nominal	2 unique values 0 missing
V2354	nominal	2 unique values 0 missing
V2610	nominal	2 unique values 0 missing
V2866	nominal	2 unique values 0 missing
V3122	nominal	2 unique values 0 missing
V3378	nominal	2 unique values 0 missing
V3634	nominal	2 unique values 0 missing
V51	nominal	2 unique values 0 missing
V307	nominal	2 unique values 0 missing
V563	nominal	2 unique values 0 missing
V819	nominal	2 unique values 0 missing
V1075	nominal	2 unique values 0 missing
V1331	nominal	2 unique values 0 missing
V1587	nominal	2 unique values 0 missing
V1843	nominal	2 unique values 0 missing
V2099	nominal	2 unique values 0 missing
V2355	nominal	2 unique values 0 missing
V2611	nominal	2 unique values 0 missing
V2867	nominal	2 unique values 0 missing
V3123	nominal	2 unique values 0 missing
V3379	nominal	2 unique values 0 missing
V3635	nominal	2 unique values 0 missing
V52	nominal	2 unique values 0 missing
V308	nominal	2 unique values 0 missing
V564	nominal	2 unique values 0 missing
V820	nominal	2 unique values 0 missing
V1076	nominal	2 unique values 0 missing
V1332	nominal	2 unique values 0 missing
V1588	nominal	2 unique values 0 missing
V1844	nominal	2 unique values 0 missing
V2100	nominal	2 unique values 0 missing
V2356	nominal	2 unique values 0 missing
V2612	nominal	2 unique values 0 missing
V2868	nominal	2 unique values 0 missing
V3124	nominal	2 unique values 0 missing
V3380	nominal	2 unique values 0 missing
V3636	nominal	2 unique values 0 missing
V53	nominal	2 unique values 0 missing
V309	nominal	2 unique values 0 missing
V565	nominal	2 unique values 0 missing
V821	nominal	2 unique values 0 missing
V1077	nominal	2 unique values 0 missing
V1333	nominal	2 unique values 0 missing
V1589	nominal	2 unique values 0 missing
V1845	nominal	2 unique values 0 missing
V2101	nominal	2 unique values 0 missing
V2357	nominal	2 unique values 0 missing
V2613	nominal	2 unique values 0 missing
V2869	nominal	2 unique values 0 missing
V3125	nominal	2 unique values 0 missing
V3381	nominal	2 unique values 0 missing
V3637	nominal	2 unique values 0 missing
V54	nominal	2 unique values 0 missing
V310	nominal	2 unique values 0 missing
V566	nominal	2 unique values 0 missing
V822	nominal	2 unique values 0 missing
V1078	nominal	2 unique values 0 missing
V1334	nominal	2 unique values 0 missing
V1590	nominal	2 unique values 0 missing
V1846	nominal	2 unique values 0 missing
V2102	nominal	2 unique values 0 missing
V2358	nominal	2 unique values 0 missing
V2614	nominal	2 unique values 0 missing
V2870	nominal	2 unique values 0 missing
V3126	nominal	2 unique values 0 missing
V3382	nominal	2 unique values 0 missing
V3638	nominal	2 unique values 0 missing
V55	nominal	2 unique values 0 missing
V311	nominal	2 unique values 0 missing
V567	nominal	2 unique values 0 missing
V823	nominal	2 unique values 0 missing
V1079	nominal	2 unique values 0 missing
V1335	nominal	2 unique values 0 missing
V1591	nominal	2 unique values 0 missing
V1847	nominal	2 unique values 0 missing
V2103	nominal	2 unique values 0 missing
V2359	nominal	2 unique values 0 missing
V2615	nominal	2 unique values 0 missing
V2871	nominal	2 unique values 0 missing
V3127	nominal	2 unique values 0 missing
V3383	nominal	2 unique values 0 missing
V3639	nominal	2 unique values 0 missing
V56	nominal	2 unique values 0 missing
V312	nominal	2 unique values 0 missing
V568	nominal	2 unique values 0 missing
V824	nominal	2 unique values 0 missing
V1080	nominal	2 unique values 0 missing
V1336	nominal	2 unique values 0 missing
V1592	nominal	2 unique values 0 missing
V1848	nominal	2 unique values 0 missing
V2104	nominal	2 unique values 0 missing
V2360	nominal	2 unique values 0 missing
V2616	nominal	2 unique values 0 missing
V2872	nominal	2 unique values 0 missing
V3128	nominal	2 unique values 0 missing
V3384	nominal	2 unique values 0 missing
V3640	nominal	2 unique values 0 missing
V57	nominal	2 unique values 0 missing
V313	nominal	2 unique values 0 missing
V569	nominal	2 unique values 0 missing
V825	nominal	2 unique values 0 missing
V1081	nominal	2 unique values 0 missing
V1337	nominal	2 unique values 0 missing
V1593	nominal	2 unique values 0 missing
V1849	nominal	2 unique values 0 missing
V2105	nominal	2 unique values 0 missing
V2361	nominal	2 unique values 0 missing
V2617	nominal	2 unique values 0 missing
V2873	nominal	2 unique values 0 missing
V3129	nominal	2 unique values 0 missing
V3385	nominal	2 unique values 0 missing
V3641	nominal	2 unique values 0 missing
V58	nominal	2 unique values 0 missing
V314	nominal	2 unique values 0 missing
V570	nominal	2 unique values 0 missing
V826	nominal	2 unique values 0 missing
V1082	nominal	2 unique values 0 missing
V1338	nominal	2 unique values 0 missing
V1594	nominal	2 unique values 0 missing
V1850	nominal	2 unique values 0 missing
V2106	nominal	2 unique values 0 missing
V2362	nominal	2 unique values 0 missing
V2618	nominal	2 unique values 0 missing
V2874	nominal	2 unique values 0 missing
V3130	nominal	2 unique values 0 missing
V3386	nominal	2 unique values 0 missing
V3642	nominal	2 unique values 0 missing
V59	nominal	2 unique values 0 missing
V315	nominal	2 unique values 0 missing
V571	nominal	2 unique values 0 missing
V827	nominal	2 unique values 0 missing
V1083	nominal	2 unique values 0 missing
V1339	nominal	2 unique values 0 missing
V1595	nominal	2 unique values 0 missing
V1851	nominal	2 unique values 0 missing
V2107	nominal	2 unique values 0 missing
V2363	nominal	2 unique values 0 missing
V2619	nominal	2 unique values 0 missing
V2875	nominal	2 unique values 0 missing
V3131	nominal	2 unique values 0 missing
V3387	nominal	2 unique values 0 missing
V3643	nominal	2 unique values 0 missing
V60	nominal	2 unique values 0 missing
V316	nominal	2 unique values 0 missing
V572	nominal	2 unique values 0 missing
V828	nominal	2 unique values 0 missing
V1084	nominal	2 unique values 0 missing
V1340	nominal	2 unique values 0 missing
V1596	nominal	2 unique values 0 missing
V1852	nominal	2 unique values 0 missing
V2108	nominal	2 unique values 0 missing
V2364	nominal	2 unique values 0 missing
V2620	nominal	2 unique values 0 missing
V2876	nominal	2 unique values 0 missing
V3132	nominal	2 unique values 0 missing
V3388	nominal	2 unique values 0 missing
V3644	nominal	2 unique values 0 missing
V61	nominal	2 unique values 0 missing
V317	nominal	2 unique values 0 missing
V573	nominal	2 unique values 0 missing
V829	nominal	2 unique values 0 missing
V1085	nominal	2 unique values 0 missing
V1341	nominal	2 unique values 0 missing
V1597	nominal	2 unique values 0 missing
V1853	nominal	2 unique values 0 missing
V2109	nominal	2 unique values 0 missing
V2365	nominal	2 unique values 0 missing
V2621	nominal	2 unique values 0 missing
V2877	nominal	2 unique values 0 missing
V3133	nominal	2 unique values 0 missing
V3389	nominal	2 unique values 0 missing
V3645	nominal	2 unique values 0 missing
V62	nominal	2 unique values 0 missing
V318	nominal	2 unique values 0 missing
V574	nominal	2 unique values 0 missing
V830	nominal	2 unique values 0 missing
V1086	nominal	2 unique values 0 missing
V1342	nominal	2 unique values 0 missing
V1598	nominal	2 unique values 0 missing
V1854	nominal	2 unique values 0 missing
V2110	nominal	2 unique values 0 missing
V2366	nominal	2 unique values 0 missing
V2622	nominal	2 unique values 0 missing
V2878	nominal	2 unique values 0 missing
V3134	nominal	2 unique values 0 missing
V3390	nominal	2 unique values 0 missing
V3646	nominal	2 unique values 0 missing
V63	nominal	2 unique values 0 missing
V319	nominal	2 unique values 0 missing
V575	nominal	2 unique values 0 missing
V831	nominal	2 unique values 0 missing
V1087	nominal	2 unique values 0 missing
V1343	nominal	2 unique values 0 missing
V1599	nominal	2 unique values 0 missing
V1855	nominal	2 unique values 0 missing
V2111	nominal	2 unique values 0 missing
V2367	nominal	2 unique values 0 missing
V2623	nominal	2 unique values 0 missing
V2879	nominal	2 unique values 0 missing
V3135	nominal	2 unique values 0 missing
V3391	nominal	2 unique values 0 missing
V3647	nominal	2 unique values 0 missing
V64	nominal	2 unique values 0 missing
V320	nominal	2 unique values 0 missing
V576	nominal	2 unique values 0 missing
V832	nominal	2 unique values 0 missing
V1088	nominal	2 unique values 0 missing
V1344	nominal	2 unique values 0 missing
V1600	nominal	2 unique values 0 missing
V1856	nominal	2 unique values 0 missing
V2112	nominal	2 unique values 0 missing
V2368	nominal	2 unique values 0 missing
V2624	nominal	2 unique values 0 missing
V2880	nominal	2 unique values 0 missing
V3136	nominal	2 unique values 0 missing
V3392	nominal	2 unique values 0 missing
V3648	nominal	2 unique values 0 missing
V65	nominal	2 unique values 0 missing
V321	nominal	2 unique values 0 missing
V577	nominal	2 unique values 0 missing
V833	nominal	2 unique values 0 missing
V1089	nominal	2 unique values 0 missing
V1345	nominal	2 unique values 0 missing
V1601	nominal	2 unique values 0 missing
V1857	nominal	2 unique values 0 missing
V2113	nominal	2 unique values 0 missing
V2369	nominal	2 unique values 0 missing
V2625	nominal	2 unique values 0 missing
V2881	nominal	2 unique values 0 missing
V3137	nominal	2 unique values 0 missing
V3393	nominal	2 unique values 0 missing
V3649	nominal	2 unique values 0 missing
V66	nominal	2 unique values 0 missing
V322	nominal	2 unique values 0 missing
V578	nominal	2 unique values 0 missing
V834	nominal	2 unique values 0 missing
V1090	nominal	2 unique values 0 missing
V1346	nominal	2 unique values 0 missing
V1602	nominal	2 unique values 0 missing
V1858	nominal	2 unique values 0 missing
V2114	nominal	2 unique values 0 missing
V2370	nominal	2 unique values 0 missing
V2626	nominal	2 unique values 0 missing
V2882	nominal	2 unique values 0 missing
V3138	nominal	2 unique values 0 missing
V3394	nominal	2 unique values 0 missing
V3650	nominal	2 unique values 0 missing
V67	nominal	2 unique values 0 missing
V323	nominal	2 unique values 0 missing
V579	nominal	2 unique values 0 missing
V835	nominal	2 unique values 0 missing
V1091	nominal	2 unique values 0 missing
V1347	nominal	2 unique values 0 missing
V1603	nominal	2 unique values 0 missing
V1859	nominal	2 unique values 0 missing
V2115	nominal	2 unique values 0 missing

Show first 100 features

107 properties

NumberOfInstances

Number of instances (rows) of the dataset.

NumberOfFeatures

3722

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

Number of numeric attributes.

NumberOfSymbolicFeatures

3722

Number of nominal attributes.

REPTreeDepth3Kappa

0.44

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

DecisionStumpKappa

0.72

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

MaxMeansOfNumericAtts

Maximum of means among attributes of the numeric type.

MinMutualInformation

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

Quartile2SkewnessOfNumericAtts

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

RandomTreeDepth1AUC

0.64

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

Dimensionality

58.16

Number of attributes divided by the number of instances.

MaxMutualInformation

0.52

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

100

Percentage of binary attributes.

Quartile2StdDevOfNumericAtts

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

RandomTreeDepth1ErrRate

0.34

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

EquivalentNumberOfAtts

41.47

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

MaxNominalAttDistinctValues

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

MinSkewnessOfNumericAtts

Minimum skewness among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3AttributeEntropy

0.27

Third quartile of entropy among attributes.

RandomTreeDepth1Kappa

0.29

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

J48.00001.AUC

0.86

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

MaxSkewnessOfNumericAtts

Maximum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

Minimum standard deviation of attributes of the numeric type.

PercentageOfMissingValues

Percentage of missing values.

Quartile3KurtosisOfNumericAtts

Third quartile of kurtosis among attributes of the numeric type.

AutoCorrelation

0.94

Average class difference between consecutive instances.

RandomTreeDepth2AUC

0.64

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

J48.00001.ErrRate

0.16

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

MaxStdDevOfNumericAtts

Maximum standard deviation of attributes of the numeric type.

MinorityClassPercentage

45.31

Percentage of instances belonging to the least frequent class.

PercentageOfNumericFeatures

Percentage of numeric attributes.

Quartile3MeansOfNumericAtts

Third quartile of means among attributes of the numeric type.

CfsSubsetEval_DecisionStumpAUC

0.89

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

RandomTreeDepth2ErrRate

0.34

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

J48.00001.Kappa

0.69

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

MeanAttributeEntropy

0.23

Average entropy of the attributes.

MinorityClassSize

Number of instances belonging to the least frequent class.

PercentageOfSymbolicFeatures

100

Percentage of nominal attributes.

Quartile3MutualInformation

0.02

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

CfsSubsetEval_DecisionStumpErrRate

0.13

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

RandomTreeDepth2Kappa

0.29

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

J48.0001.AUC

0.86

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

MeanKurtosisOfNumericAtts

Mean kurtosis among attributes of the numeric type.

NaiveBayesAUC

0.86

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

Quartile1AttributeEntropy

0.12

First quartile of entropy among attributes.

Quartile3SkewnessOfNumericAtts

Third quartile of skewness among attributes of the numeric type.

CfsSubsetEval_DecisionStumpKappa

0.75

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

RandomTreeDepth3AUC

0.64

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

J48.0001.ErrRate

0.16

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

MeanMeansOfNumericAtts

Mean of means among attributes of the numeric type.

NaiveBayesErrRate

0.25

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

Quartile1KurtosisOfNumericAtts

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

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

CfsSubsetEval_NaiveBayesAUC

0.89

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

RandomTreeDepth3ErrRate

0.34

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

J48.0001.Kappa

0.69

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

MeanMutualInformation

0.02

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

NaiveBayesKappa

0.47

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

Quartile1MeansOfNumericAtts

First quartile of means among attributes of the numeric type.

REPTreeDepth1AUC

0.74

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

CfsSubsetEval_NaiveBayesErrRate

0.13

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

0.29

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

J48.001.AUC

0.86

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

MeanNoiseToSignalRatio

8.54

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

NumberOfBinaryFeatures

3722

Number of binary attributes.

Quartile1MutualInformation

0.01

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

REPTreeDepth1ErrRate

0.28

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

CfsSubsetEval_NaiveBayesKappa

0.75

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

CfsSubsetEval_kNN1NAUC

0.89

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

StdvNominalAttDistinctValues

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

J48.001.ErrRate

0.16

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

First quartile of skewness among attributes of the numeric type.

REPTreeDepth1Kappa

0.44

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

CfsSubsetEval_kNN1NErrRate

0.13

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

kNN1NAUC

0.59

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

J48.001.Kappa

0.69

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

MeanSkewnessOfNumericAtts

Mean skewness among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

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

REPTreeDepth2AUC

0.74

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

CfsSubsetEval_kNN1NKappa

0.75

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

kNN1NErrRate

0.38

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

MajorityClassPercentage

54.69

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

Mean standard deviation of attributes of the numeric type.

Quartile2AttributeEntropy

0.12

Second quartile (Median) of entropy among attributes.

REPTreeDepth2ErrRate

0.28

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

ClassEntropy

0.99

Entropy of the target attribute values.

kNN1NKappa

0.19

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

MajorityClassSize

Number of instances belonging to the most frequent class.

MinAttributeEntropy

0.12

Minimal entropy among attributes.

Quartile2KurtosisOfNumericAtts

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

REPTreeDepth2Kappa

0.44

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

REPTreeDepth3AUC

0.74

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

DecisionStumpAUC

0.87

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

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

Minimum kurtosis among attributes of the numeric type.

Quartile2MeansOfNumericAtts

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

REPTreeDepth3ErrRate

0.28

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

DecisionStumpErrRate

0.14

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

MaxKurtosisOfNumericAtts

Maximum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

Minimum of means among attributes of the numeric type.

Quartile2MutualInformation

0.02

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

Show all 107 properties