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QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4697

deactivated ARFF Publicly available Visibility: public Uploaded 15-07-2016 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: CHEMBL4697 (TID: 100665), and it has 13 rows and 144 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.

146 features

pXC50 (target)	numeric	12 unique values 0 missing
molecule_id (row identifier)	nominal	13 unique values 0 missing
ATSC8s	numeric	13 unique values 0 missing
BIC2	numeric	13 unique values 0 missing
IC2	numeric	13 unique values 0 missing
IC3	numeric	13 unique values 0 missing
IC4	numeric	13 unique values 0 missing
IC5	numeric	12 unique values 0 missing
SIC2	numeric	12 unique values 0 missing
SpMAD_EA.bo.	numeric	13 unique values 0 missing
BIC3	numeric	13 unique values 0 missing
CIC2	numeric	13 unique values 0 missing
CIC3	numeric	13 unique values 0 missing
MATS4m	numeric	13 unique values 0 missing
MATS4s	numeric	13 unique values 0 missing
MATS5s	numeric	12 unique values 0 missing
SIC3	numeric	13 unique values 0 missing
AMW	numeric	12 unique values 0 missing
Eta_C_A	numeric	12 unique values 0 missing
GATS1m	numeric	12 unique values 0 missing
GATS3e	numeric	12 unique values 0 missing
GATS3m	numeric	9 unique values 0 missing
PCR	numeric	7 unique values 0 missing
SpMAD_AEA.bo.	numeric	12 unique values 0 missing
ATSC4s	numeric	13 unique values 0 missing
ATSC5s	numeric	13 unique values 0 missing
BIC1	numeric	12 unique values 0 missing
BLI	numeric	12 unique values 0 missing
CIC1	numeric	12 unique values 0 missing
Eig04_AEA.dm.	numeric	13 unique values 0 missing
Eta_beta_A	numeric	12 unique values 0 missing
Eta_betaP_A	numeric	8 unique values 0 missing
Eta_F_A	numeric	12 unique values 0 missing
Eta_FL_A	numeric	11 unique values 0 missing
Eta_L_A	numeric	12 unique values 0 missing
GATS1p	numeric	12 unique values 0 missing
GATS1v	numeric	12 unique values 0 missing
GATS2i	numeric	11 unique values 0 missing
GATS2p	numeric	11 unique values 0 missing
GATS2s	numeric	12 unique values 0 missing
GATS3p	numeric	5 unique values 0 missing
GATS5i	numeric	13 unique values 0 missing
GATS5p	numeric	12 unique values 0 missing
H.	numeric	12 unique values 0 missing
IC1	numeric	12 unique values 0 missing
MATS1v	numeric	9 unique values 0 missing
MATS3s	numeric	13 unique values 0 missing
MATS3v	numeric	10 unique values 0 missing
MATS8i	numeric	13 unique values 0 missing
MATS8p	numeric	7 unique values 0 missing
MAXDN	numeric	10 unique values 0 missing
Mv	numeric	11 unique values 0 missing
PCD	numeric	8 unique values 0 missing
SIC1	numeric	12 unique values 0 missing
SpMax7_Bh.s.	numeric	7 unique values 0 missing
SsssCH	numeric	13 unique values 0 missing
X0Av	numeric	12 unique values 0 missing
X1Av	numeric	12 unique values 0 missing
AAC	numeric	12 unique values 0 missing
AECC	numeric	9 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	3 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	12 unique values 0 missing
ATS1s	numeric	11 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
ATS2p	numeric	12 unique values 0 missing
ATS2s	numeric	12 unique values 0 missing
ATS2v	numeric	12 unique values 0 missing
ATS3e	numeric	12 unique values 0 missing
ATS3i	numeric	12 unique values 0 missing
ATS3m	numeric	12 unique values 0 missing
ATS3p	numeric	12 unique values 0 missing
ATS3s	numeric	13 unique values 0 missing
ATS3v	numeric	12 unique values 0 missing
ATS4e	numeric	12 unique values 0 missing
ATS4i	numeric	11 unique values 0 missing
ATS4m	numeric	13 unique values 0 missing
ATS4p	numeric	13 unique values 0 missing
ATS4s	numeric	13 unique values 0 missing
ATS4v	numeric	13 unique values 0 missing
ATS5e	numeric	13 unique values 0 missing
ATS5i	numeric	13 unique values 0 missing
ATS5m	numeric	13 unique values 0 missing
ATS5p	numeric	13 unique values 0 missing
ATS5s	numeric	13 unique values 0 missing
ATS5v	numeric	13 unique values 0 missing
ATS6e	numeric	13 unique values 0 missing
ATS6i	numeric	13 unique values 0 missing
ATS6m	numeric	13 unique values 0 missing
ATS6p	numeric	13 unique values 0 missing
ATS6s	numeric	13 unique values 0 missing
ATS6v	numeric	13 unique values 0 missing
ATS7e	numeric	12 unique values 0 missing
ATS7i	numeric	13 unique values 0 missing
ATS7m	numeric	13 unique values 0 missing
ATS7p	numeric	13 unique values 0 missing
ATS7s	numeric	13 unique values 0 missing
ATS7v	numeric	13 unique values 0 missing
ATS8e	numeric	13 unique values 0 missing
ATS8i	numeric	13 unique values 0 missing
ATS8m	numeric	13 unique values 0 missing
ATS8p	numeric	13 unique values 0 missing
ATS8s	numeric	13 unique values 0 missing
ATS8v	numeric	13 unique values 0 missing
ATSC1e	numeric	8 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	11 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
ATSC3i	numeric	12 unique values 0 missing
ATSC3m	numeric	12 unique values 0 missing
ATSC3p	numeric	12 unique values 0 missing
ATSC3s	numeric	13 unique values 0 missing
ATSC3v	numeric	12 unique values 0 missing
ATSC4e	numeric	12 unique values 0 missing
ATSC4i	numeric	13 unique values 0 missing
ATSC4m	numeric	13 unique values 0 missing
ATSC4p	numeric	13 unique values 0 missing
ATSC4v	numeric	13 unique values 0 missing
ATSC5e	numeric	11 unique values 0 missing
ATSC5i	numeric	13 unique values 0 missing
ATSC5m	numeric	13 unique values 0 missing
ATSC5p	numeric	13 unique values 0 missing
ATSC5v	numeric	13 unique values 0 missing
ATSC6e	numeric	11 unique values 0 missing
ATSC6i	numeric	13 unique values 0 missing
ATSC6m	numeric	13 unique values 0 missing
ATSC6p	numeric	13 unique values 0 missing
ATSC6s	numeric	13 unique values 0 missing
ATSC6v	numeric	13 unique values 0 missing

Show first 100 features

62 properties

NumberOfInstances

Number of instances (rows) of the dataset.

NumberOfFeatures

146

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

145

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

Quartile2KurtosisOfNumericAtts

0.06

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

Dimensionality

11.23

Number of attributes divided by the number of instances.

MeanNominalAttDistinctValues

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

Quartile2MeansOfNumericAtts

3.65

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

EquivalentNumberOfAtts

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

MeanSkewnessOfNumericAtts

0.38

Mean skewness among attributes of the numeric type.

Quartile2MutualInformation

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

MajorityClassPercentage

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

0.65

Mean standard deviation of attributes of the numeric type.

Quartile2SkewnessOfNumericAtts

0.55

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

MajorityClassSize

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

PercentageOfBinaryFeatures

Percentage of binary attributes.

Quartile2StdDevOfNumericAtts

0.1

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

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-1.84

Minimum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

-5.78

Minimum of means among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

MaxKurtosisOfNumericAtts

11.33

Maximum kurtosis among attributes of the numeric type.

MinMutualInformation

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

PercentageOfMissingValues

Percentage of missing values.

Quartile3KurtosisOfNumericAtts

0.94

Third quartile of kurtosis among attributes of the numeric type.

MaxMeansOfNumericAtts

125.18

Maximum of means among attributes of the numeric type.

MinNominalAttDistinctValues

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

PercentageOfNumericFeatures

99.32

Percentage of numeric attributes.

Quartile3MeansOfNumericAtts

5.36

Third quartile of means among attributes of the numeric type.

MaxMutualInformation

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

MinSkewnessOfNumericAtts

-3.26

Minimum skewness among attributes of the numeric type.

PercentageOfSymbolicFeatures

0.68

Percentage of nominal attributes.

Quartile3MutualInformation

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

MaxNominalAttDistinctValues

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

MinStdDevOfNumericAtts

Minimum standard deviation of attributes of the numeric type.

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile3SkewnessOfNumericAtts

0.76

Third quartile of skewness among attributes of the numeric type.

MaxSkewnessOfNumericAtts

2.46

Maximum skewness among attributes of the numeric type.

MinorityClassPercentage

Percentage of instances belonging to the least frequent class.

Quartile1KurtosisOfNumericAtts

-0.26

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.27

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

MaxStdDevOfNumericAtts

9.34

Maximum standard deviation of attributes of the numeric type.

MinorityClassSize

Number of instances belonging to the least frequent class.

Quartile1MeansOfNumericAtts

First quartile of means among attributes of the numeric type.

StdvNominalAttDistinctValues

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

MeanAttributeEntropy

Average entropy of the attributes.

NumberOfBinaryFeatures

Number of binary attributes.

Quartile1MutualInformation

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

MeanKurtosisOfNumericAtts

0.58

Mean kurtosis among attributes of the numeric type.

Quartile1SkewnessOfNumericAtts

0.17

First quartile of skewness among attributes of the numeric type.

MeanMeansOfNumericAtts

9.26

Mean of means among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

0.05

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

AutoCorrelation

0.74

Average class difference between consecutive instances.

MeanMutualInformation

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

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

ClassEntropy

Entropy of the target attribute values.

MeanNoiseToSignalRatio

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

Show all 62 properties