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dbworld-bodies

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 * 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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V287	nominal	2 unique values 0 missing
V543	nominal	2 unique values 0 missing
V799	nominal	2 unique values 0 missing
V1055	nominal	2 unique values 0 missing
V1311	nominal	2 unique values 0 missing
V1567	nominal	2 unique values 0 missing
V1823	nominal	2 unique values 0 missing
V2079	nominal	2 unique values 0 missing
V2335	nominal	2 unique values 0 missing
V2591	nominal	2 unique values 0 missing
V2847	nominal	2 unique values 0 missing
V3103	nominal	2 unique values 0 missing
V3359	nominal	2 unique values 0 missing
V3615	nominal	2 unique values 0 missing
V3871	nominal	2 unique values 0 missing
V4127	nominal	2 unique values 0 missing
V4383	nominal	2 unique values 0 missing
V4639	nominal	2 unique values 0 missing
V32	nominal	2 unique values 0 missing
V288	nominal	2 unique values 0 missing
V544	nominal	2 unique values 0 missing
V800	nominal	2 unique values 0 missing
V1056	nominal	2 unique values 0 missing
V1312	nominal	2 unique values 0 missing
V1568	nominal	2 unique values 0 missing
V1824	nominal	2 unique values 0 missing
V2080	nominal	2 unique values 0 missing
V2336	nominal	2 unique values 0 missing
V2592	nominal	2 unique values 0 missing
V2848	nominal	2 unique values 0 missing
V3104	nominal	2 unique values 0 missing
V3360	nominal	2 unique values 0 missing
V3616	nominal	2 unique values 0 missing
V3872	nominal	2 unique values 0 missing
V4128	nominal	2 unique values 0 missing
V4384	nominal	2 unique values 0 missing
V4640	nominal	2 unique values 0 missing
V33	nominal	2 unique values 0 missing
V289	nominal	2 unique values 0 missing
V545	nominal	2 unique values 0 missing
V801	nominal	2 unique values 0 missing
V1057	nominal	2 unique values 0 missing
V1313	nominal	2 unique values 0 missing
V1569	nominal	2 unique values 0 missing
V1825	nominal	2 unique values 0 missing
V2081	nominal	2 unique values 0 missing
V2337	nominal	2 unique values 0 missing
V2593	nominal	2 unique values 0 missing
V2849	nominal	2 unique values 0 missing
V3105	nominal	2 unique values 0 missing
V3361	nominal	2 unique values 0 missing
V3617	nominal	2 unique values 0 missing
V3873	nominal	2 unique values 0 missing
V4129	nominal	2 unique values 0 missing
V4385	nominal	2 unique values 0 missing
V4641	nominal	2 unique values 0 missing
V34	nominal	2 unique values 0 missing
V290	nominal	2 unique values 0 missing
V546	nominal	2 unique values 0 missing
V802	nominal	2 unique values 0 missing
V1058	nominal	2 unique values 0 missing
V1314	nominal	2 unique values 0 missing
V1570	nominal	2 unique values 0 missing
V1826	nominal	2 unique values 0 missing
V2082	nominal	2 unique values 0 missing
V2338	nominal	2 unique values 0 missing
V2594	nominal	2 unique values 0 missing
V2850	nominal	2 unique values 0 missing
V3106	nominal	2 unique values 0 missing
V3362	nominal	2 unique values 0 missing
V3618	nominal	2 unique values 0 missing
V3874	nominal	2 unique values 0 missing
V4130	nominal	2 unique values 0 missing
V4386	nominal	2 unique values 0 missing
V4642	nominal	2 unique values 0 missing
V35	nominal	2 unique values 0 missing
V291	nominal	2 unique values 0 missing
V547	nominal	2 unique values 0 missing
V803	nominal	2 unique values 0 missing
V1059	nominal	2 unique values 0 missing
V1315	nominal	2 unique values 0 missing
V1571	nominal	2 unique values 0 missing
V1827	nominal	2 unique values 0 missing
V2083	nominal	2 unique values 0 missing
V2339	nominal	2 unique values 0 missing
V2595	nominal	2 unique values 0 missing
V2851	nominal	2 unique values 0 missing
V3107	nominal	2 unique values 0 missing
V3363	nominal	2 unique values 0 missing
V3619	nominal	2 unique values 0 missing
V3875	nominal	2 unique values 0 missing
V4131	nominal	2 unique values 0 missing
V4387	nominal	2 unique values 0 missing
V4643	nominal	2 unique values 0 missing
V36	nominal	2 unique values 0 missing
V292	nominal	2 unique values 0 missing
V548	nominal	2 unique values 0 missing
V804	nominal	2 unique values 0 missing
V1060	nominal	2 unique values 0 missing
V1316	nominal	2 unique values 0 missing
V1572	nominal	2 unique values 0 missing
V1828	nominal	2 unique values 0 missing
V2084	nominal	2 unique values 0 missing
V2340	nominal	2 unique values 0 missing
V2596	nominal	2 unique values 0 missing
V2852	nominal	2 unique values 0 missing
V3108	nominal	2 unique values 0 missing
V3364	nominal	2 unique values 0 missing
V3620	nominal	2 unique values 0 missing
V3876	nominal	2 unique values 0 missing
V4132	nominal	2 unique values 0 missing
V4388	nominal	2 unique values 0 missing
V4644	nominal	2 unique values 0 missing
V37	nominal	2 unique values 0 missing
V293	nominal	2 unique values 0 missing
V549	nominal	2 unique values 0 missing
V805	nominal	2 unique values 0 missing
V1061	nominal	2 unique values 0 missing
V1317	nominal	2 unique values 0 missing
V1573	nominal	2 unique values 0 missing
V1829	nominal	2 unique values 0 missing
V2085	nominal	2 unique values 0 missing
V2341	nominal	2 unique values 0 missing
V2597	nominal	2 unique values 0 missing
V2853	nominal	2 unique values 0 missing
V3109	nominal	2 unique values 0 missing
V3365	nominal	2 unique values 0 missing
V3621	nominal	2 unique values 0 missing
V3877	nominal	2 unique values 0 missing
V4133	nominal	2 unique values 0 missing
V4389	nominal	2 unique values 0 missing
V4645	nominal	2 unique values 0 missing
V38	nominal	2 unique values 0 missing
V294	nominal	2 unique values 0 missing
V550	nominal	2 unique values 0 missing
V806	nominal	2 unique values 0 missing
V1062	nominal	2 unique values 0 missing
V1318	nominal	2 unique values 0 missing
V1574	nominal	2 unique values 0 missing
V1830	nominal	2 unique values 0 missing
V2086	nominal	2 unique values 0 missing
V2342	nominal	2 unique values 0 missing
V2598	nominal	2 unique values 0 missing
V2854	nominal	2 unique values 0 missing
V3110	nominal	2 unique values 0 missing
V3366	nominal	2 unique values 0 missing
V3622	nominal	2 unique values 0 missing
V3878	nominal	2 unique values 0 missing
V4134	nominal	2 unique values 0 missing
V4390	nominal	2 unique values 0 missing
V4646	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
V3879	nominal	2 unique values 0 missing
V4135	nominal	2 unique values 0 missing
V4391	nominal	2 unique values 0 missing
V4647	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
V3880	nominal	2 unique values 0 missing
V4136	nominal	2 unique values 0 missing
V4392	nominal	2 unique values 0 missing
V4648	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
V3881	nominal	2 unique values 0 missing
V4137	nominal	2 unique values 0 missing
V4393	nominal	2 unique values 0 missing
V4649	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
V3882	nominal	2 unique values 0 missing
V4138	nominal	2 unique values 0 missing
V4394	nominal	2 unique values 0 missing
V4650	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
V3883	nominal	2 unique values 0 missing
V4139	nominal	2 unique values 0 missing
V4395	nominal	2 unique values 0 missing
V4651	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
V3884	nominal	2 unique values 0 missing
V4140	nominal	2 unique values 0 missing
V4396	nominal	2 unique values 0 missing
V4652	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
V3885	nominal	2 unique values 0 missing
V4141	nominal	2 unique values 0 missing
V4397	nominal	2 unique values 0 missing
V4653	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
V3886	nominal	2 unique values 0 missing
V4142	nominal	2 unique values 0 missing
V4398	nominal	2 unique values 0 missing
V4654	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
V3887	nominal	2 unique values 0 missing
V4143	nominal	2 unique values 0 missing
V4399	nominal	2 unique values 0 missing
V4655	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
V3888	nominal	2 unique values 0 missing
V4144	nominal	2 unique values 0 missing
V4400	nominal	2 unique values 0 missing
V4656	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
V3889	nominal	2 unique values 0 missing
V4145	nominal	2 unique values 0 missing
V4401	nominal	2 unique values 0 missing
V4657	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
V3890	nominal	2 unique values 0 missing
V4146	nominal	2 unique values 0 missing
V4402	nominal	2 unique values 0 missing
V4658	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
V3891	nominal	2 unique values 0 missing
V4147	nominal	2 unique values 0 missing
V4403	nominal	2 unique values 0 missing
V4659	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
V3892	nominal	2 unique values 0 missing
V4148	nominal	2 unique values 0 missing
V4404	nominal	2 unique values 0 missing
V4660	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

Show first 100 features

107 properties

NumberOfInstances

Number of instances (rows) of the dataset.

NumberOfFeatures

4703

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

4703

Number of nominal attributes.

REPTreeDepth3Kappa

0.56

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

DecisionStumpKappa

0.54

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

0.82

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

Dimensionality

73.48

Number of attributes divided by the number of instances.

MaxMutualInformation

0.41

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

0.19

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

EquivalentNumberOfAtts

42.48

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

0.2

Third quartile of entropy among attributes.

RandomTreeDepth1Kappa

0.62

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

J48.00001.AUC

0.79

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

0.82

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

J48.00001.ErrRate

0.25

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

0.84

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

0.19

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

J48.00001.Kappa

0.5

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

MeanAttributeEntropy

0.21

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

0.27

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

0.62

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

J48.0001.AUC

0.79

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

0.85

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

0.45

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

0.82

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

J48.0001.ErrRate

0.25

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

MeanMeansOfNumericAtts

Mean of means among attributes of the numeric type.

NaiveBayesErrRate

0.28

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

0.84

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

0.19

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

J48.0001.Kappa

0.5

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

0.4

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

Quartile1MeansOfNumericAtts

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

0.27

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

0.62

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

J48.001.AUC

0.79

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

MeanNoiseToSignalRatio

8.12

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

NumberOfBinaryFeatures

4703

Number of binary attributes.

Quartile1MutualInformation

0.01

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

REPTreeDepth1ErrRate

0.22

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

CfsSubsetEval_NaiveBayesKappa

0.45

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

0.84

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

0.25

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

0.56

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

CfsSubsetEval_kNN1NErrRate

0.27

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

0.61

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

J48.001.Kappa

0.5

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

0.77

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

CfsSubsetEval_kNN1NKappa

0.45

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

0.39

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

0.22

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

ClassEntropy

0.99

Entropy of the target attribute values.

kNN1NKappa

0.15

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

0.56

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

REPTreeDepth3AUC

0.77

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

DecisionStumpAUC

0.81

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

0.22

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

DecisionStumpErrRate

0.23

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

13 tasks

Supervised Classification on dbworld-bodies

3 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: Class

Supervised Classification on dbworld-bodies

0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: Class

Clustering on dbworld-bodies