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QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1667700

deactivated ARFF Publicly available Visibility: public Uploaded 14-07-2016 by Noureddin Sadawi
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This dataset contains QSAR data (from ChEMBL version 17) showing activity values (unit is pseudo-pCI50) of several compounds on drug target ChEMBL_ID: CHEMBL1667700 (TID: 103892), and it has 12 rows and 300 features (not including molecule IDs and class feature: molecule_id and pXC50). The features represent Molecular Descriptors which were generated from SMILES strings. Missing value imputation was applied to this dataset (By choosing the Median). Feature selection was also applied.

302 features

pXC50 (target)	numeric	12 unique values 0 missing
molecule_id (row identifier)	nominal	12 unique values 0 missing
CATS2D_01_DN	numeric	2 unique values 0 missing
ATS5p	numeric	12 unique values 0 missing
CATS2D_01_LL	numeric	7 unique values 0 missing
ATSC3v	numeric	12 unique values 0 missing
CATS2D_02_AA	numeric	3 unique values 0 missing
ATSC5p	numeric	12 unique values 0 missing
CATS2D_02_AL	numeric	6 unique values 0 missing
ATSC6m	numeric	12 unique values 0 missing
CATS2D_02_AN	numeric	2 unique values 0 missing
ATSC6p	numeric	12 unique values 0 missing
CATS2D_02_AP	numeric	3 unique values 0 missing
ATSC6v	numeric	12 unique values 0 missing
CATS2D_02_DL	numeric	2 unique values 0 missing
ATSC7m	numeric	12 unique values 0 missing
CATS2D_02_LL	numeric	6 unique values 0 missing
ATSC7p	numeric	12 unique values 0 missing
CATS2D_02_NL	numeric	4 unique values 0 missing
ATSC7v	numeric	12 unique values 0 missing
CATS2D_02_PL	numeric	5 unique values 0 missing
C.002	numeric	4 unique values 0 missing
CATS2D_03_AA	numeric	4 unique values 0 missing
C.008	numeric	4 unique values 0 missing
CATS2D_03_AL	numeric	5 unique values 0 missing
CATS2D_02_DA	numeric	5 unique values 0 missing
CATS2D_03_AN	numeric	3 unique values 0 missing
CATS2D_03_DD	numeric	2 unique values 0 missing
CATS2D_03_AP	numeric	2 unique values 0 missing
CATS2D_04_DL	numeric	6 unique values 0 missing
CATS2D_03_DA	numeric	4 unique values 0 missing
CATS2D_04_LL	numeric	4 unique values 0 missing
CATS2D_03_DL	numeric	4 unique values 0 missing
CATS2D_05_DL	numeric	5 unique values 0 missing
CATS2D_03_DP	numeric	2 unique values 0 missing
D.Dtr05	numeric	12 unique values 0 missing
CATS2D_03_LL	numeric	4 unique values 0 missing
DECC	numeric	12 unique values 0 missing
CATS2D_03_NL	numeric	4 unique values 0 missing
Eig01_EA.bo.	numeric	11 unique values 0 missing
CATS2D_03_PL	numeric	4 unique values 0 missing
Eig01_EA.ri.	numeric	10 unique values 0 missing
CATS2D_04_AA	numeric	6 unique values 0 missing
Eta_betaS_A	numeric	11 unique values 0 missing
CATS2D_04_AL	numeric	6 unique values 0 missing
Eta_sh_y	numeric	12 unique values 0 missing
CATS2D_04_AN	numeric	3 unique values 0 missing
GATS3e	numeric	12 unique values 0 missing
CATS2D_04_AP	numeric	2 unique values 0 missing
GATS3m	numeric	12 unique values 0 missing
CATS2D_04_DA	numeric	5 unique values 0 missing
GATS7s	numeric	12 unique values 0 missing
CATS2D_04_DN	numeric	2 unique values 0 missing
GATS8v	numeric	12 unique values 0 missing
CATS2D_04_NL	numeric	2 unique values 0 missing
GNar	numeric	12 unique values 0 missing
CATS2D_04_PL	numeric	3 unique values 0 missing
HNar	numeric	12 unique values 0 missing
CATS2D_04_PN	numeric	2 unique values 0 missing
MATS1e	numeric	12 unique values 0 missing
CATS2D_05_AA	numeric	5 unique values 0 missing
MATS3e	numeric	12 unique values 0 missing
CATS2D_05_AL	numeric	6 unique values 0 missing
MATS5e	numeric	12 unique values 0 missing
CATS2D_05_AN	numeric	2 unique values 0 missing
MATS8v	numeric	12 unique values 0 missing
CATS2D_05_AP	numeric	3 unique values 0 missing
MAXDN	numeric	11 unique values 0 missing
CATS2D_05_DA	numeric	4 unique values 0 missing
MLOGP2	numeric	12 unique values 0 missing
CATS2D_05_DD	numeric	2 unique values 0 missing
nCrs	numeric	4 unique values 0 missing
CATS2D_05_DN	numeric	2 unique values 0 missing
nR05	numeric	2 unique values 0 missing
CATS2D_05_DP	numeric	2 unique values 0 missing
NssCH2	numeric	6 unique values 0 missing
CATS2D_05_LL	numeric	4 unique values 0 missing
O.	numeric	12 unique values 0 missing
CATS2D_05_PL	numeric	2 unique values 0 missing
PDI	numeric	11 unique values 0 missing
CATS2D_06_AA	numeric	5 unique values 0 missing
P_VSA_MR_1	numeric	11 unique values 0 missing
CATS2D_06_AL	numeric	7 unique values 0 missing
PW3	numeric	12 unique values 0 missing
CATS2D_06_AN	numeric	4 unique values 0 missing
SaaN	numeric	6 unique values 0 missing
CATS2D_06_AP	numeric	4 unique values 0 missing
SM03_EA.dm.	numeric	9 unique values 0 missing
CATS2D_06_DA	numeric	4 unique values 0 missing
SM05_EA.dm.	numeric	12 unique values 0 missing
CATS2D_06_DD	numeric	3 unique values 0 missing
SM05_EA.ed.	numeric	12 unique values 0 missing
SM06_EA.ed.	numeric	12 unique values 0 missing
SM10_EA	numeric	12 unique values 0 missing
SM11_AEA.ed.	numeric	12 unique values 0 missing
SM11_AEA.ri.	numeric	11 unique values 0 missing
SM11_EA	numeric	12 unique values 0 missing
SM12_AEA.ed.	numeric	12 unique values 0 missing
SM12_EA	numeric	12 unique values 0 missing
SM13_AEA.ed.	numeric	12 unique values 0 missing
SM13_EA	numeric	12 unique values 0 missing
SM13_EA.ri.	numeric	12 unique values 0 missing
SM14_AEA.ed.	numeric	12 unique values 0 missing
SM14_EA.ri.	numeric	12 unique values 0 missing
SM15_AEA.ed.	numeric	12 unique values 0 missing
SM15_EA.ri.	numeric	12 unique values 0 missing
SpMax1_Bh.m.	numeric	8 unique values 0 missing
SpMax2_Bh.e.	numeric	11 unique values 0 missing
SpMax_EA.bo.	numeric	11 unique values 0 missing
SpMax_EA.ri.	numeric	10 unique values 0 missing
SpMin4_Bh.v.	numeric	12 unique values 0 missing
SpMin7_Bh.e.	numeric	10 unique values 0 missing
SpMin7_Bh.i.	numeric	10 unique values 0 missing
SpMin7_Bh.p.	numeric	12 unique values 0 missing
SpMin7_Bh.s.	numeric	10 unique values 0 missing
SpMin7_Bh.v.	numeric	12 unique values 0 missing
SpMin8_Bh.m.	numeric	12 unique values 0 missing
SRW05	numeric	2 unique values 0 missing
SssCH2	numeric	11 unique values 0 missing
SssS	numeric	12 unique values 0 missing
SsssCH	numeric	12 unique values 0 missing
SsssN	numeric	12 unique values 0 missing
X0A	numeric	12 unique values 0 missing
X2A	numeric	11 unique values 0 missing
X3v	numeric	12 unique values 0 missing
X5v	numeric	12 unique values 0 missing
SpMin4_Bh.m.	numeric	12 unique values 0 missing
Eig01_AEA.bo.	numeric	10 unique values 0 missing
SpDiam_AEA.bo.	numeric	10 unique values 0 missing
SpMax_AEA.bo.	numeric	10 unique values 0 missing
GATS3s	numeric	12 unique values 0 missing
MATS3s	numeric	12 unique values 0 missing
SRW07	numeric	5 unique values 0 missing
Eig01_AEA.ed.	numeric	8 unique values 0 missing
Eig01_EA	numeric	10 unique values 0 missing
Eig01_EA.ed.	numeric	10 unique values 0 missing
SM09_AEA.bo.	numeric	10 unique values 0 missing
SM10_AEA.dm.	numeric	10 unique values 0 missing
SpDiam_AEA.ri.	numeric	12 unique values 0 missing
SpDiam_EA	numeric	10 unique values 0 missing
SpDiam_EA.ed.	numeric	10 unique values 0 missing
SpMax_AEA.ed.	numeric	8 unique values 0 missing
SpMax_EA	numeric	10 unique values 0 missing
SpMax_EA.ed.	numeric	10 unique values 0 missing
MATS5m	numeric	12 unique values 0 missing
SpMin1_Bh.p.	numeric	9 unique values 0 missing
Eta_sh_p	numeric	12 unique values 0 missing
MATS5v	numeric	12 unique values 0 missing
SpMin1_Bh.s.	numeric	11 unique values 0 missing
SpMin4_Bh.e.	numeric	12 unique values 0 missing
SpMin5_Bh.e.	numeric	11 unique values 0 missing
SpMin5_Bh.i.	numeric	12 unique values 0 missing
SpMin4_Bh.i.	numeric	12 unique values 0 missing
SpMin5_Bh.m.	numeric	11 unique values 0 missing
SpMin5_Bh.s.	numeric	9 unique values 0 missing
AMW	numeric	12 unique values 0 missing
ATS2p	numeric	12 unique values 0 missing
ATS3e	numeric	12 unique values 0 missing
ATS3i	numeric	12 unique values 0 missing
ATS3p	numeric	12 unique values 0 missing
ATS3v	numeric	12 unique values 0 missing
ATSC3i	numeric	12 unique values 0 missing
ATSC5v	numeric	12 unique values 0 missing
CIC0	numeric	12 unique values 0 missing
Eig01_AEA.ri.	numeric	9 unique values 0 missing
MATS4e	numeric	12 unique values 0 missing
MATS8m	numeric	12 unique values 0 missing
nCs	numeric	4 unique values 0 missing
SM15_EA.ed.	numeric	12 unique values 0 missing
SpDiam_EA.ri.	numeric	11 unique values 0 missing
SpMAD_AEA.ed.	numeric	12 unique values 0 missing
SpMax2_Bh.i.	numeric	11 unique values 0 missing
SpMax2_Bh.m.	numeric	11 unique values 0 missing
SpMax_AEA.ri.	numeric	9 unique values 0 missing
SpMin4_Bh.p.	numeric	12 unique values 0 missing
SRW09	numeric	6 unique values 0 missing
H.	numeric	10 unique values 0 missing
MATS7s	numeric	12 unique values 0 missing
AAC	numeric	12 unique values 0 missing
AECC	numeric	12 unique values 0 missing
ALOGP	numeric	12 unique values 0 missing
ALOGP2	numeric	12 unique values 0 missing
AMR	numeric	12 unique values 0 missing
ARR	numeric	12 unique values 0 missing
ATS1e	numeric	12 unique values 0 missing
ATS1i	numeric	12 unique values 0 missing
ATS1m	numeric	12 unique values 0 missing
ATS1p	numeric	11 unique values 0 missing
ATS1s	numeric	12 unique values 0 missing
ATS1v	numeric	12 unique values 0 missing
ATS2e	numeric	12 unique values 0 missing
ATS2i	numeric	12 unique values 0 missing
ATS2m	numeric	12 unique values 0 missing
ATS2s	numeric	12 unique values 0 missing
ATS2v	numeric	12 unique values 0 missing
ATS3m	numeric	12 unique values 0 missing
ATS3s	numeric	12 unique values 0 missing
ATS4e	numeric	11 unique values 0 missing
ATS4i	numeric	12 unique values 0 missing
ATS4m	numeric	12 unique values 0 missing
ATS4p	numeric	12 unique values 0 missing
ATS4s	numeric	12 unique values 0 missing
ATS4v	numeric	12 unique values 0 missing
ATS5e	numeric	12 unique values 0 missing
ATS5i	numeric	12 unique values 0 missing
ATS5m	numeric	12 unique values 0 missing
ATS5s	numeric	12 unique values 0 missing
ATS5v	numeric	12 unique values 0 missing
ATS6e	numeric	12 unique values 0 missing
ATS6i	numeric	12 unique values 0 missing
ATS6m	numeric	12 unique values 0 missing
ATS6p	numeric	12 unique values 0 missing
ATS6s	numeric	12 unique values 0 missing
ATS6v	numeric	12 unique values 0 missing
ATS7e	numeric	12 unique values 0 missing
ATS7i	numeric	12 unique values 0 missing
ATS7m	numeric	12 unique values 0 missing
ATS7p	numeric	12 unique values 0 missing
ATS7s	numeric	12 unique values 0 missing
ATS7v	numeric	12 unique values 0 missing
ATS8e	numeric	12 unique values 0 missing
ATS8i	numeric	12 unique values 0 missing
ATS8m	numeric	12 unique values 0 missing
ATS8p	numeric	12 unique values 0 missing
ATS8s	numeric	12 unique values 0 missing
ATS8v	numeric	12 unique values 0 missing
ATSC1e	numeric	12 unique values 0 missing
ATSC1i	numeric	12 unique values 0 missing
ATSC1m	numeric	12 unique values 0 missing
ATSC1p	numeric	12 unique values 0 missing
ATSC1s	numeric	12 unique values 0 missing
ATSC1v	numeric	12 unique values 0 missing
ATSC2e	numeric	12 unique values 0 missing
ATSC2i	numeric	12 unique values 0 missing
ATSC2m	numeric	12 unique values 0 missing
ATSC2p	numeric	12 unique values 0 missing
ATSC2s	numeric	12 unique values 0 missing
ATSC2v	numeric	12 unique values 0 missing
ATSC3e	numeric	12 unique values 0 missing
ATSC3m	numeric	12 unique values 0 missing
ATSC3p	numeric	12 unique values 0 missing
ATSC3s	numeric	12 unique values 0 missing
ATSC4e	numeric	11 unique values 0 missing
ATSC4i	numeric	12 unique values 0 missing
ATSC4m	numeric	12 unique values 0 missing
ATSC4p	numeric	12 unique values 0 missing
ATSC4s	numeric	12 unique values 0 missing
ATSC4v	numeric	12 unique values 0 missing
ATSC5e	numeric	12 unique values 0 missing
ATSC5i	numeric	12 unique values 0 missing
ATSC5m	numeric	12 unique values 0 missing
ATSC5s	numeric	12 unique values 0 missing
ATSC6e	numeric	12 unique values 0 missing
ATSC6i	numeric	12 unique values 0 missing
ATSC6s	numeric	12 unique values 0 missing
ATSC7e	numeric	12 unique values 0 missing
ATSC7i	numeric	12 unique values 0 missing
ATSC7s	numeric	12 unique values 0 missing
ATSC8e	numeric	12 unique values 0 missing
ATSC8i	numeric	12 unique values 0 missing
ATSC8m	numeric	12 unique values 0 missing
ATSC8p	numeric	12 unique values 0 missing
ATSC8s	numeric	12 unique values 0 missing
ATSC8v	numeric	12 unique values 0 missing
BAC	numeric	12 unique values 0 missing
BBI	numeric	9 unique values 0 missing
BIC0	numeric	11 unique values 0 missing
BIC1	numeric	12 unique values 0 missing
BIC2	numeric	12 unique values 0 missing
BIC3	numeric	11 unique values 0 missing
BIC4	numeric	11 unique values 0 missing
BIC5	numeric	11 unique values 0 missing
BID	numeric	10 unique values 0 missing
BLI	numeric	12 unique values 0 missing
BLTA96	numeric	12 unique values 0 missing
BLTD48	numeric	12 unique values 0 missing
BLTF96	numeric	12 unique values 0 missing
C.	numeric	12 unique values 0 missing
C.001	numeric	4 unique values 0 missing
C.003	numeric	2 unique values 0 missing
C.005	numeric	3 unique values 0 missing
C.006	numeric	4 unique values 0 missing
C.009	numeric	2 unique values 0 missing
C.011	numeric	2 unique values 0 missing
C.012	numeric	2 unique values 0 missing
C.017	numeric	2 unique values 0 missing
C.019	numeric	3 unique values 0 missing
C.024	numeric	4 unique values 0 missing
C.025	numeric	2 unique values 0 missing
C.027	numeric	3 unique values 0 missing
C.028	numeric	3 unique values 0 missing
C.033	numeric	2 unique values 0 missing
C.034	numeric	2 unique values 0 missing
C.039	numeric	2 unique values 0 missing
C.040	numeric	3 unique values 0 missing
C.041	numeric	2 unique values 0 missing
C.044	numeric	2 unique values 0 missing
CATS2D_00_DD	numeric	2 unique values 0 missing
CATS2D_00_DP	numeric	2 unique values 0 missing
CATS2D_00_PP	numeric	2 unique values 0 missing
CATS2D_01_AA	numeric	2 unique values 0 missing
CATS2D_01_AN	numeric	3 unique values 0 missing

Show first 100 features

107 properties

NumberOfInstances

Number of instances (rows) of the dataset.

NumberOfFeatures

302

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

301

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

Quartile3MeansOfNumericAtts

5.15

Third quartile of means among attributes of the numeric type.

CfsSubsetEval_DecisionStumpAUC

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

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

J48.00001.ErrRate

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

MaxStdDevOfNumericAtts

62.51

Maximum standard deviation of attributes of the numeric type.

MinorityClassPercentage

Percentage of instances belonging to the least frequent class.

PercentageOfNumericFeatures

99.67

Percentage of numeric attributes.

Quartile3MutualInformation

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

CfsSubsetEval_DecisionStumpErrRate

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

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

J48.00001.Kappa

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

MeanAttributeEntropy

Average entropy of the attributes.

MinorityClassSize

Number of instances belonging to the least frequent class.

PercentageOfSymbolicFeatures

0.33

Percentage of nominal attributes.

Quartile3SkewnessOfNumericAtts

0.87

Third quartile of skewness among attributes of the numeric type.

CfsSubsetEval_DecisionStumpKappa

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

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

J48.0001.AUC

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

MeanKurtosisOfNumericAtts

0.58

Mean kurtosis among attributes of the numeric type.

NaiveBayesAUC

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

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile3StdDevOfNumericAtts

1.06

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

CfsSubsetEval_NaiveBayesAUC

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

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

J48.0001.ErrRate

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

MeanMeansOfNumericAtts

9.25

Mean of means among attributes of the numeric type.

NaiveBayesErrRate

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

Quartile1KurtosisOfNumericAtts

-1.06

First quartile of kurtosis among attributes of the numeric type.

REPTreeDepth1AUC

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

CfsSubsetEval_NaiveBayesErrRate

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

RandomTreeDepth3ErrRate

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

J48.0001.Kappa

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

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

Quartile1MeansOfNumericAtts

0.9

First quartile of means among attributes of the numeric type.

REPTreeDepth1ErrRate

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

CfsSubsetEval_NaiveBayesKappa

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

RandomTreeDepth3Kappa

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

J48.001.AUC

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.

REPTreeDepth1Kappa

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

CfsSubsetEval_kNN1NAUC

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

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

-0.1

First quartile of skewness among attributes of the numeric type.

REPTreeDepth2AUC

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

CfsSubsetEval_kNN1NErrRate

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

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

J48.001.Kappa

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

MeanSkewnessOfNumericAtts

0.47

Mean skewness among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

0.19

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

REPTreeDepth2ErrRate

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

CfsSubsetEval_kNN1NKappa

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

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

MajorityClassPercentage

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

2.38

Mean standard deviation of attributes of the numeric type.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

REPTreeDepth2Kappa

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

ClassEntropy

Entropy of the target attribute values.

kNN1NKappa

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

MajorityClassSize

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

Quartile2KurtosisOfNumericAtts

-0.5

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

REPTreeDepth3AUC

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

DecisionStumpAUC

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

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-2.26

Minimum kurtosis among attributes of the numeric type.

Quartile2MeansOfNumericAtts

2.67

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

REPTreeDepth3ErrRate

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

DecisionStumpErrRate

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

MaxKurtosisOfNumericAtts

Maximum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

-1.81

Minimum of means among attributes of the numeric type.

Quartile2MutualInformation

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

REPTreeDepth3Kappa

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

DecisionStumpKappa

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

MaxMeansOfNumericAtts

207.12

Maximum of means among attributes of the numeric type.

MinMutualInformation

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

Quartile2SkewnessOfNumericAtts

0.34

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

RandomTreeDepth1AUC

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

Dimensionality

25.17

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

Percentage of binary attributes.

Quartile2StdDevOfNumericAtts

0.39

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

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

RandomTreeDepth1ErrRate

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

-3.18

Minimum skewness among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3KurtosisOfNumericAtts

1.06

Third quartile of kurtosis among attributes of the numeric type.

AutoCorrelation

-0.73