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hiva_agnostic

active ARFF Publicly available Visibility: public Uploaded 06-10-2014 by Joaquin Vanschoren
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Author: Source: Unknown - Date unknown Please cite: Datasets from the Agnostic Learning vs. Prior Knowledge Challenge (http://www.agnostic.inf.ethz.ch) Dataset from: http://www.agnostic.inf.ethz.ch/datasets.php Modified by TunedIT (converted to ARFF format) HIVA is the HIV infection database The task of HIVA is to predict which compounds are active against the AIDS HIV infection. The original data has 3 classes (active, moderately active, and inactive). We brought it back to a two-class classification problem (active vs. inactive). We represented the data as 2000 sparse binary input variables. The variables represent properties of the molecule inferred from its structure. The problem is therefore to relate structure to activity (a QSAR=quantitative structure-activity relationship problem) to screen new compounds before actually testing them (a HTS=high-throughput screening problem.) Data type: non-sparse Number of features: 1617 Number of examples and check-sum: Pos_ex Neg_ex Tot_ex Check_sum Train 135 3710 3845 564954.00 Valid 14 370 384 56056.00 This dataset contains samples from both training and validation datasets.

1618 features

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attr1369	numeric	2 unique values 0 missing
attr90	numeric	2 unique values 0 missing
attr346	numeric	2 unique values 0 missing
attr602	numeric	2 unique values 0 missing
attr858	numeric	2 unique values 0 missing
attr1114	numeric	2 unique values 0 missing
attr1370	numeric	2 unique values 0 missing
attr91	numeric	2 unique values 0 missing
attr347	numeric	2 unique values 0 missing
attr603	numeric	2 unique values 0 missing
attr859	numeric	2 unique values 0 missing
attr1115	numeric	2 unique values 0 missing
attr1371	numeric	2 unique values 0 missing
attr92	numeric	2 unique values 0 missing
attr348	numeric	2 unique values 0 missing
attr604	numeric	2 unique values 0 missing
attr860	numeric	2 unique values 0 missing
attr1116	numeric	2 unique values 0 missing
attr1372	numeric	2 unique values 0 missing
attr93	numeric	2 unique values 0 missing
attr349	numeric	2 unique values 0 missing
attr605	numeric	2 unique values 0 missing
attr861	numeric	2 unique values 0 missing
attr1117	numeric	2 unique values 0 missing
attr1373	numeric	2 unique values 0 missing
attr94	numeric	2 unique values 0 missing
attr350	numeric	2 unique values 0 missing
attr606	numeric	2 unique values 0 missing
attr862	numeric	2 unique values 0 missing
attr1118	numeric	2 unique values 0 missing
attr1374	numeric	2 unique values 0 missing
attr95	numeric	2 unique values 0 missing
attr351	numeric	2 unique values 0 missing
attr607	numeric	2 unique values 0 missing
attr863	numeric	2 unique values 0 missing
attr1119	numeric	2 unique values 0 missing
attr1375	numeric	2 unique values 0 missing
attr96	numeric	2 unique values 0 missing
attr352	numeric	2 unique values 0 missing
attr608	numeric	2 unique values 0 missing
attr864	numeric	2 unique values 0 missing
attr1120	numeric	2 unique values 0 missing
attr1376	numeric	2 unique values 0 missing
attr97	numeric	2 unique values 0 missing
attr353	numeric	2 unique values 0 missing
attr609	numeric	2 unique values 0 missing
attr865	numeric	2 unique values 0 missing
attr1121	numeric	2 unique values 0 missing
attr1377	numeric	2 unique values 0 missing
attr98	numeric	2 unique values 0 missing
attr354	numeric	2 unique values 0 missing
attr610	numeric	2 unique values 0 missing
attr866	numeric	2 unique values 0 missing
attr1122	numeric	2 unique values 0 missing
attr1378	numeric	2 unique values 0 missing
attr99	numeric	2 unique values 0 missing
attr355	numeric	2 unique values 0 missing
attr611	numeric	2 unique values 0 missing
attr867	numeric	2 unique values 0 missing
attr1123	numeric	2 unique values 0 missing
attr1379	numeric	2 unique values 0 missing
attr100	numeric	2 unique values 0 missing
attr356	numeric	2 unique values 0 missing
attr612	numeric	2 unique values 0 missing
attr868	numeric	2 unique values 0 missing
attr1124	numeric	2 unique values 0 missing
attr1380	numeric	2 unique values 0 missing
attr101	numeric	2 unique values 0 missing
attr357	numeric	2 unique values 0 missing
attr613	numeric	2 unique values 0 missing
attr869	numeric	2 unique values 0 missing
attr1125	numeric	2 unique values 0 missing
attr1381	numeric	2 unique values 0 missing
attr102	numeric	2 unique values 0 missing
attr358	numeric	2 unique values 0 missing
attr614	numeric	2 unique values 0 missing
attr870	numeric	2 unique values 0 missing
attr1126	numeric	2 unique values 0 missing
attr1382	numeric	2 unique values 0 missing
attr103	numeric	2 unique values 0 missing
attr359	numeric	2 unique values 0 missing
attr615	numeric	2 unique values 0 missing
attr871	numeric	2 unique values 0 missing
attr1127	numeric	2 unique values 0 missing
attr1383	numeric	2 unique values 0 missing
attr104	numeric	2 unique values 0 missing
attr360	numeric	2 unique values 0 missing
attr616	numeric	2 unique values 0 missing
attr872	numeric	2 unique values 0 missing
attr1128	numeric	2 unique values 0 missing
attr1384	numeric	2 unique values 0 missing
attr105	numeric	2 unique values 0 missing
attr361	numeric	2 unique values 0 missing
attr617	numeric	2 unique values 0 missing
attr873	numeric	2 unique values 0 missing
attr1129	numeric	2 unique values 0 missing
attr1385	numeric	2 unique values 0 missing
attr106	numeric	2 unique values 0 missing
attr362	numeric	2 unique values 0 missing
attr618	numeric	2 unique values 0 missing
attr874	numeric	2 unique values 0 missing
attr1130	numeric	2 unique values 0 missing
attr1386	numeric	2 unique values 0 missing
attr107	numeric	2 unique values 0 missing
attr363	numeric	2 unique values 0 missing
attr619	numeric	2 unique values 0 missing
attr875	numeric	2 unique values 0 missing
attr1131	numeric	2 unique values 0 missing
attr1387	numeric	2 unique values 0 missing
attr108	numeric	2 unique values 0 missing
attr364	numeric	2 unique values 0 missing
attr620	numeric	2 unique values 0 missing
attr876	numeric	2 unique values 0 missing
attr1132	numeric	2 unique values 0 missing
attr1388	numeric	2 unique values 0 missing
attr109	numeric	2 unique values 0 missing
attr365	numeric	2 unique values 0 missing
attr621	numeric	2 unique values 0 missing
attr877	numeric	2 unique values 0 missing
attr1133	numeric	2 unique values 0 missing
attr1389	numeric	2 unique values 0 missing
attr110	numeric	2 unique values 0 missing
attr366	numeric	2 unique values 0 missing
attr622	numeric	2 unique values 0 missing
attr878	numeric	2 unique values 0 missing
attr1134	numeric	2 unique values 0 missing
attr1390	numeric	2 unique values 0 missing
attr111	numeric	2 unique values 0 missing
attr367	numeric	2 unique values 0 missing
attr623	numeric	2 unique values 0 missing
attr879	numeric	2 unique values 0 missing
attr1135	numeric	2 unique values 0 missing
attr1391	numeric	2 unique values 0 missing
attr112	numeric	2 unique values 0 missing
attr368	numeric	2 unique values 0 missing
attr624	numeric	2 unique values 0 missing
attr880	numeric	2 unique values 0 missing
attr1136	numeric	2 unique values 0 missing
attr1392	numeric	2 unique values 0 missing
attr113	numeric	2 unique values 0 missing
attr369	numeric	2 unique values 0 missing
attr625	numeric	2 unique values 0 missing
attr881	numeric	2 unique values 0 missing
attr1137	numeric	2 unique values 0 missing
attr1393	numeric	2 unique values 0 missing
attr114	numeric	2 unique values 0 missing
attr370	numeric	2 unique values 0 missing
attr626	numeric	2 unique values 0 missing
attr882	numeric	2 unique values 0 missing
attr1138	numeric	2 unique values 0 missing
attr1394	numeric	2 unique values 0 missing
attr115	numeric	2 unique values 0 missing
attr371	numeric	2 unique values 0 missing
attr627	numeric	2 unique values 0 missing
attr883	numeric	2 unique values 0 missing
attr1139	numeric	2 unique values 0 missing
attr1395	numeric	2 unique values 0 missing
attr116	numeric	2 unique values 0 missing
attr372	numeric	2 unique values 0 missing
attr628	numeric	2 unique values 0 missing
attr884	numeric	2 unique values 0 missing
attr1140	numeric	2 unique values 0 missing
attr1396	numeric	2 unique values 0 missing
attr117	numeric	2 unique values 0 missing
attr373	numeric	2 unique values 0 missing
attr629	numeric	2 unique values 0 missing
attr885	numeric	2 unique values 0 missing
attr1141	numeric	2 unique values 0 missing
attr1397	numeric	2 unique values 0 missing
attr118	numeric	2 unique values 0 missing
attr374	numeric	2 unique values 0 missing
attr630	numeric	2 unique values 0 missing
attr886	numeric	2 unique values 0 missing
attr1142	numeric	2 unique values 0 missing
attr1398	numeric	2 unique values 0 missing
attr119	numeric	2 unique values 0 missing
attr375	numeric	2 unique values 0 missing
attr631	numeric	2 unique values 0 missing
attr887	numeric	2 unique values 0 missing
attr1143	numeric	2 unique values 0 missing
attr1399	numeric	2 unique values 0 missing
attr120	numeric	2 unique values 0 missing
attr376	numeric	2 unique values 0 missing
attr632	numeric	2 unique values 0 missing
attr888	numeric	2 unique values 0 missing
attr1144	numeric	2 unique values 0 missing
attr1400	numeric	2 unique values 0 missing
attr121	numeric	2 unique values 0 missing
attr377	numeric	2 unique values 0 missing
attr633	numeric	2 unique values 0 missing
attr889	numeric	2 unique values 0 missing
attr1145	numeric	2 unique values 0 missing
attr1401	numeric	2 unique values 0 missing
attr122	numeric	2 unique values 0 missing
attr378	numeric	2 unique values 0 missing
attr634	numeric	2 unique values 0 missing
attr890	numeric	2 unique values 0 missing
attr1146	numeric	2 unique values 0 missing
attr1402	numeric	2 unique values 0 missing
attr123	numeric	2 unique values 0 missing
attr379	numeric	2 unique values 0 missing
attr635	numeric	2 unique values 0 missing
attr891	numeric	2 unique values 0 missing
attr1147	numeric	2 unique values 0 missing
attr1403	numeric	2 unique values 0 missing
attr124	numeric	2 unique values 0 missing
attr380	numeric	2 unique values 0 missing
attr636	numeric	2 unique values 0 missing
attr892	numeric	2 unique values 0 missing
attr1148	numeric	2 unique values 0 missing
attr1404	numeric	2 unique values 0 missing
attr125	numeric	2 unique values 0 missing
attr381	numeric	2 unique values 0 missing
attr637	numeric	2 unique values 0 missing
attr893	numeric	2 unique values 0 missing
attr1149	numeric	2 unique values 0 missing
attr1405	numeric	2 unique values 0 missing
attr126	numeric	2 unique values 0 missing
attr382	numeric	2 unique values 0 missing
attr638	numeric	2 unique values 0 missing
attr894	numeric	2 unique values 0 missing
attr1150	numeric	2 unique values 0 missing
attr1406	numeric	2 unique values 0 missing
attr127	numeric	2 unique values 0 missing
attr383	numeric	2 unique values 0 missing
attr639	numeric	2 unique values 0 missing
attr895	numeric	2 unique values 0 missing
attr1151	numeric	2 unique values 0 missing
attr1407	numeric	2 unique values 0 missing
attr128	numeric	2 unique values 0 missing
attr384	numeric	2 unique values 0 missing
attr640	numeric	2 unique values 0 missing
attr896	numeric	2 unique values 0 missing
attr1152	numeric	2 unique values 0 missing
attr1408	numeric	2 unique values 0 missing
attr129	numeric	2 unique values 0 missing
attr385	numeric	2 unique values 0 missing
attr641	numeric	2 unique values 0 missing
attr897	numeric	2 unique values 0 missing
attr1153	numeric	2 unique values 0 missing
attr1409	numeric	2 unique values 0 missing
attr130	numeric	2 unique values 0 missing
attr386	numeric	2 unique values 0 missing
attr642	numeric	2 unique values 0 missing
attr898	numeric	2 unique values 0 missing
attr1154	numeric	2 unique values 0 missing
attr1410	numeric	2 unique values 0 missing
attr131	numeric	2 unique values 0 missing
attr387	numeric	2 unique values 0 missing
attr643	numeric	2 unique values 0 missing
attr899	numeric	2 unique values 0 missing
attr1155	numeric	2 unique values 0 missing
attr1411	numeric	2 unique values 0 missing
attr132	numeric	2 unique values 0 missing
attr388	numeric	2 unique values 0 missing
attr644	numeric	2 unique values 0 missing
attr900	numeric	2 unique values 0 missing
attr1156	numeric	2 unique values 0 missing
attr1412	numeric	2 unique values 0 missing
attr133	numeric	2 unique values 0 missing
attr389	numeric	2 unique values 0 missing
attr645	numeric	2 unique values 0 missing
attr901	numeric	2 unique values 0 missing
attr1157	numeric	2 unique values 0 missing
attr1413	numeric	2 unique values 0 missing
attr134	numeric	2 unique values 0 missing
attr390	numeric	2 unique values 0 missing
attr646	numeric	2 unique values 0 missing
attr902	numeric	2 unique values 0 missing
attr1158	numeric	2 unique values 0 missing
attr1414	numeric	2 unique values 0 missing
attr135	numeric	2 unique values 0 missing
attr391	numeric	2 unique values 0 missing
attr647	numeric	2 unique values 0 missing
attr903	numeric	2 unique values 0 missing
attr1159	numeric	2 unique values 0 missing
attr1415	numeric	2 unique values 0 missing
attr136	numeric	2 unique values 0 missing
attr392	numeric	2 unique values 0 missing
attr648	numeric	2 unique values 0 missing
attr904	numeric	2 unique values 0 missing
attr1160	numeric	2 unique values 0 missing
attr1416	numeric	2 unique values 0 missing
attr137	numeric	2 unique values 0 missing
attr393	numeric	2 unique values 0 missing
attr649	numeric	2 unique values 0 missing
attr905	numeric	2 unique values 0 missing
attr1161	numeric	2 unique values 0 missing
attr1417	numeric	2 unique values 0 missing
attr138	numeric	2 unique values 0 missing
attr394	numeric	2 unique values 0 missing
attr650	numeric	2 unique values 0 missing
attr906	numeric	2 unique values 0 missing
attr1162	numeric	2 unique values 0 missing
attr1418	numeric	2 unique values 0 missing
attr139	numeric	2 unique values 0 missing
attr395	numeric	2 unique values 0 missing
attr651	numeric	2 unique values 0 missing
attr907	numeric	2 unique values 0 missing
attr1163	numeric	2 unique values 0 missing
attr1419	numeric	2 unique values 0 missing
attr140	numeric	2 unique values 0 missing
attr396	numeric	2 unique values 0 missing
attr652	numeric	2 unique values 0 missing
attr908	numeric	2 unique values 0 missing
attr1164	numeric	2 unique values 0 missing
attr1420	numeric	2 unique values 0 missing
attr141	numeric	2 unique values 0 missing
attr397	numeric	2 unique values 0 missing
attr653	numeric	2 unique values 0 missing
attr909	numeric	2 unique values 0 missing
attr1165	numeric	2 unique values 0 missing
attr1421	numeric	2 unique values 0 missing
attr142	numeric	2 unique values 0 missing
attr398	numeric	2 unique values 0 missing
attr654	numeric	2 unique values 0 missing
attr910	numeric	2 unique values 0 missing
attr1166	numeric	2 unique values 0 missing
attr1422	numeric	2 unique values 0 missing
attr143	numeric	2 unique values 0 missing
attr399	numeric	2 unique values 0 missing
attr655	numeric	2 unique values 0 missing
attr911	numeric	2 unique values 0 missing
attr1167	numeric	2 unique values 0 missing
attr1423	numeric	2 unique values 0 missing
attr144	numeric	2 unique values 0 missing
attr400	numeric	2 unique values 0 missing
attr656	numeric	2 unique values 0 missing
attr912	numeric	2 unique values 0 missing
attr1168	numeric	2 unique values 0 missing
attr1424	numeric	2 unique values 0 missing
attr145	numeric	2 unique values 0 missing
attr401	numeric	2 unique values 0 missing
attr657	numeric	2 unique values 0 missing
attr913	numeric	2 unique values 0 missing
attr1169	numeric	2 unique values 0 missing
attr1425	numeric	2 unique values 0 missing
attr146	numeric	2 unique values 0 missing
attr402	numeric	2 unique values 0 missing
attr658	numeric	2 unique values 0 missing
attr914	numeric	2 unique values 0 missing
attr1170	numeric	2 unique values 0 missing
attr1426	numeric	2 unique values 0 missing
attr147	numeric	2 unique values 0 missing
attr403	numeric	2 unique values 0 missing
attr659	numeric	2 unique values 0 missing
attr915	numeric	2 unique values 0 missing
attr1171	numeric	2 unique values 0 missing
attr1427	numeric	2 unique values 0 missing
attr148	numeric	2 unique values 0 missing
attr404	numeric	2 unique values 0 missing
attr660	numeric	2 unique values 0 missing
attr916	numeric	2 unique values 0 missing
attr1172	numeric	2 unique values 0 missing
attr1428	numeric	2 unique values 0 missing
attr149	numeric	2 unique values 0 missing
attr405	numeric	2 unique values 0 missing
attr661	numeric	2 unique values 0 missing
attr917	numeric	2 unique values 0 missing
attr1173	numeric	2 unique values 0 missing
attr1429	numeric	2 unique values 0 missing
attr150	numeric	2 unique values 0 missing
attr406	numeric	2 unique values 0 missing
attr662	numeric	2 unique values 0 missing
attr918	numeric	2 unique values 0 missing
attr1174	numeric	2 unique values 0 missing
attr1430	numeric	2 unique values 0 missing
attr151	numeric	2 unique values 0 missing
attr407	numeric	2 unique values 0 missing
attr663	numeric	2 unique values 0 missing
attr919	numeric	2 unique values 0 missing
attr1175	numeric	2 unique values 0 missing
attr1431	numeric	2 unique values 0 missing
attr152	numeric	2 unique values 0 missing
attr408	numeric	2 unique values 0 missing
attr664	numeric	2 unique values 0 missing
attr920	numeric	2 unique values 0 missing
attr1176	numeric	2 unique values 0 missing
attr1432	numeric	2 unique values 0 missing

Show first 100 features

107 properties

NumberOfInstances

4229

Number of instances (rows) of the dataset.

NumberOfFeatures

1618

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

1617

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

REPTreeDepth3Kappa

0.13

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

DecisionStumpKappa

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

MaxMeansOfNumericAtts

0.88

Maximum of means among attributes of the numeric type.

MinMutualInformation

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

Quartile2SkewnessOfNumericAtts

4.56

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

RandomTreeDepth1AUC

0.6

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

Dimensionality

0.38

Number of attributes divided by the number of instances.

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

0.2

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

RandomTreeDepth1ErrRate

0.06

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.

MaxNominalAttDistinctValues

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

MinSkewnessOfNumericAtts

-2.41

Minimum skewness among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

RandomTreeDepth1Kappa

0.19

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

J48.00001.AUC

0.6

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

MaxSkewnessOfNumericAtts

22.93

Maximum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

0.04

Minimum standard deviation of attributes of the numeric type.

PercentageOfMissingValues

Percentage of missing values.

Quartile3KurtosisOfNumericAtts

41.04

Third quartile of kurtosis among attributes of the numeric type.

AutoCorrelation

0.93

Average class difference between consecutive instances.

RandomTreeDepth2AUC

0.6

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

J48.00001.ErrRate

0.04

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

3.52

Percentage of instances belonging to the least frequent class.

PercentageOfNumericFeatures

99.94

Percentage of numeric attributes.

Quartile3MeansOfNumericAtts

0.09

Third quartile of means among attributes of the numeric type.

CfsSubsetEval_DecisionStumpAUC

0.61

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

0.06

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

J48.00001.Kappa

0.22

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

MeanAttributeEntropy

Average entropy of the attributes.

MinorityClassSize

149

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

0.03

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

0.19

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

J48.0001.AUC

0.6

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

MeanKurtosisOfNumericAtts

34.04

Mean kurtosis among attributes of the numeric type.

NaiveBayesAUC

0.73

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

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile3SkewnessOfNumericAtts

6.56

Third quartile of skewness among attributes of the numeric type.

CfsSubsetEval_DecisionStumpKappa

0.19

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

0.6

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

J48.0001.ErrRate

0.04

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

0.15

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

Quartile1KurtosisOfNumericAtts

5.82

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.29

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

CfsSubsetEval_NaiveBayesAUC

0.61

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

0.06

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

J48.0001.Kappa

0.22

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

0.14

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

Quartile1MeansOfNumericAtts

0.02

First quartile of means among attributes of the numeric type.

REPTreeDepth1AUC

0.66

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

CfsSubsetEval_NaiveBayesErrRate

0.03

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

0.19

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

J48.001.AUC

0.6

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

0.04

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

CfsSubsetEval_NaiveBayesKappa

0.19

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

0.61

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

0.04

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

2.8

First quartile of skewness among attributes of the numeric type.

REPTreeDepth1Kappa

0.13

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

CfsSubsetEval_kNN1NErrRate

0.03

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

0.64

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

J48.001.Kappa

0.22

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

MeanSkewnessOfNumericAtts

4.96

Mean skewness among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

0.15

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

REPTreeDepth2AUC

0.66

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

CfsSubsetEval_kNN1NKappa

0.19

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

0.05

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

MajorityClassPercentage

96.48

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

0.23

Mean standard deviation of attributes of the numeric type.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

REPTreeDepth2ErrRate

0.04

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

ClassEntropy

0.22

Entropy of the target attribute values.

kNN1NKappa

0.27

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

MajorityClassSize

4080

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

Quartile2KurtosisOfNumericAtts

18.83

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

REPTreeDepth2Kappa

0.13

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

REPTreeDepth3AUC

0.66

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

DecisionStumpAUC

0.56

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

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-2

Minimum kurtosis among attributes of the numeric type.

Quartile2MeansOfNumericAtts

0.04

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

REPTreeDepth3ErrRate

0.04

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

DecisionStumpErrRate

0.04

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

MaxKurtosisOfNumericAtts

524.25

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.

Show all 107 properties

16 tasks

Supervised Classification on hiva_agnostic

220 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: label

Supervised Classification on hiva_agnostic

117 runs - estimation_procedure: 10 times 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: label

Supervised Classification on hiva_agnostic

0 runs - estimation_procedure: 33% Holdout set - target_feature: label

Learning Curve on hiva_agnostic

69 runs - estimation_procedure: 10-fold Learning Curve - target_feature: label

Supervised Data Stream Classification on hiva_agnostic

0 runs - estimation_procedure: Interleaved Test then Train - target_feature: label

Clustering on hiva_agnostic