Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4200

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4200

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: CHEMBL4200 (TID: 100464), and it has 27 rows and 338 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.

340 features

pXC50 (target)numeric8 unique values
0 missing
molecule_id (row identifier)nominal27 unique values
0 missing
DLS_04numeric6 unique values
0 missing
Menumeric20 unique values
0 missing
DLS_05numeric3 unique values
0 missing
MATS8snumeric26 unique values
0 missing
DLS_06numeric5 unique values
0 missing
X2Anumeric18 unique values
0 missing
DLS_07numeric3 unique values
0 missing
GATS7vnumeric26 unique values
0 missing
DLS_consnumeric14 unique values
0 missing
MATS7vnumeric26 unique values
0 missing
Dznumeric21 unique values
0 missing
Eta_betaS_Anumeric20 unique values
0 missing
ECCnumeric25 unique values
0 missing
MATS8enumeric27 unique values
0 missing
Eig01_AEA.bo.numeric19 unique values
0 missing
AACnumeric25 unique values
0 missing
Eig01_AEA.dm.numeric18 unique values
0 missing
AECCnumeric25 unique values
0 missing
Eig01_AEA.ed.numeric19 unique values
0 missing
ALOGPnumeric27 unique values
0 missing
Eig01_AEA.ri.numeric20 unique values
0 missing
ALOGP2numeric27 unique values
0 missing
Eig01_EAnumeric21 unique values
0 missing
AMRnumeric27 unique values
0 missing
Eig01_EA.bo.numeric17 unique values
0 missing
AMWnumeric25 unique values
0 missing
Eig01_EA.dm.numeric6 unique values
0 missing
ARRnumeric20 unique values
0 missing
Eig01_EA.ed.numeric21 unique values
0 missing
ATS1enumeric25 unique values
0 missing
Eig01_EA.ri.numeric19 unique values
0 missing
ATS1inumeric25 unique values
0 missing
Eig02_AEA.bo.numeric18 unique values
0 missing
ATS1mnumeric25 unique values
0 missing
Eig02_AEA.dm.numeric15 unique values
0 missing
ATS1pnumeric24 unique values
0 missing
Eig02_AEA.ed.numeric18 unique values
0 missing
ATS1snumeric26 unique values
0 missing
Eig02_AEA.ri.numeric16 unique values
0 missing
ATS1vnumeric25 unique values
0 missing
Eig02_EAnumeric16 unique values
0 missing
ATS2enumeric25 unique values
0 missing
Eig02_EA.bo.numeric17 unique values
0 missing
ATS2inumeric27 unique values
0 missing
Eig02_EA.dm.numeric5 unique values
0 missing
ATS2mnumeric27 unique values
0 missing
Eig02_EA.ed.numeric19 unique values
0 missing
ATS2pnumeric27 unique values
0 missing
Eig02_EA.ri.numeric13 unique values
0 missing
ATS2snumeric27 unique values
0 missing
Eig03_AEA.bo.numeric25 unique values
0 missing
ATS2vnumeric25 unique values
0 missing
Eig03_AEA.dm.numeric24 unique values
0 missing
ATS3enumeric27 unique values
0 missing
Eig03_AEA.ed.numeric24 unique values
0 missing
ATS3inumeric27 unique values
0 missing
Eig03_AEA.ri.numeric23 unique values
0 missing
ATS3mnumeric27 unique values
0 missing
Eig03_EAnumeric24 unique values
0 missing
ATS3pnumeric27 unique values
0 missing
Eig03_EA.bo.numeric22 unique values
0 missing
ATS3snumeric27 unique values
0 missing
Eig03_EA.dm.numeric7 unique values
0 missing
ATS3vnumeric27 unique values
0 missing
Eig03_EA.ed.numeric26 unique values
0 missing
ATS4enumeric27 unique values
0 missing
Eig03_EA.ri.numeric24 unique values
0 missing
ATS4inumeric27 unique values
0 missing
Eig04_AEA.bo.numeric26 unique values
0 missing
ATS4mnumeric27 unique values
0 missing
Eig04_AEA.dm.numeric25 unique values
0 missing
ATS4pnumeric27 unique values
0 missing
Eig04_AEA.ed.numeric24 unique values
0 missing
ATS4snumeric27 unique values
0 missing
Eig04_AEA.ri.numeric26 unique values
0 missing
ATS4vnumeric27 unique values
0 missing
Eig04_EAnumeric23 unique values
0 missing
ATS5enumeric26 unique values
0 missing
Eig04_EA.bo.numeric26 unique values
0 missing
ATS5inumeric27 unique values
0 missing
Eig04_EA.dm.numeric3 unique values
0 missing
ATS5mnumeric27 unique values
0 missing
Eig04_EA.ed.numeric25 unique values
0 missing
ATS5pnumeric26 unique values
0 missing
Eig04_EA.ri.numeric26 unique values
0 missing
ATS5snumeric26 unique values
0 missing
Eig05_AEA.bo.numeric23 unique values
0 missing
ATS5vnumeric26 unique values
0 missing
Eig05_AEA.dm.numeric23 unique values
0 missing
ATS6enumeric27 unique values
0 missing
Eig05_AEA.ed.numeric23 unique values
0 missing
ATS6inumeric27 unique values
0 missing
Eig05_AEA.ri.numeric26 unique values
0 missing
ATS6mnumeric27 unique values
0 missing
Eig05_EAnumeric25 unique values
0 missing
ATS6pnumeric27 unique values
0 missing
Eig05_EA.bo.numeric23 unique values
0 missing
ATS6snumeric27 unique values
0 missing
Eig05_EA.ed.numeric24 unique values
0 missing
ATS6vnumeric27 unique values
0 missing
Eig05_EA.ri.numeric26 unique values
0 missing
ATS7enumeric26 unique values
0 missing
Eig06_AEA.bo.numeric22 unique values
0 missing
ATS7inumeric27 unique values
0 missing
Eig06_AEA.dm.numeric20 unique values
0 missing
ATS7mnumeric27 unique values
0 missing
Eig06_AEA.ed.numeric24 unique values
0 missing
ATS7pnumeric27 unique values
0 missing
Eig06_AEA.ri.numeric27 unique values
0 missing
ATS7snumeric27 unique values
0 missing
Eig06_EAnumeric25 unique values
0 missing
ATS7vnumeric27 unique values
0 missing
Eig06_EA.bo.numeric22 unique values
0 missing
ATS8enumeric27 unique values
0 missing
Eig06_EA.ed.numeric24 unique values
0 missing
ATS8inumeric27 unique values
0 missing
Eig06_EA.ri.numeric26 unique values
0 missing
ATS8mnumeric26 unique values
0 missing
Eig07_AEA.bo.numeric24 unique values
0 missing
ATS8pnumeric27 unique values
0 missing
Eig07_AEA.dm.numeric24 unique values
0 missing
ATS8snumeric27 unique values
0 missing
Eig07_AEA.ed.numeric24 unique values
0 missing
ATS8vnumeric26 unique values
0 missing
Eig07_AEA.ri.numeric26 unique values
0 missing
ATSC1enumeric22 unique values
0 missing
Eig07_EAnumeric25 unique values
0 missing
ATSC1inumeric25 unique values
0 missing
Eig07_EA.bo.numeric23 unique values
0 missing
ATSC1mnumeric25 unique values
0 missing
Eig07_EA.ed.numeric26 unique values
0 missing
ATSC1pnumeric25 unique values
0 missing
Eig07_EA.ri.numeric27 unique values
0 missing
ATSC1snumeric27 unique values
0 missing
Eig08_AEA.bo.numeric22 unique values
0 missing
ATSC1vnumeric25 unique values
0 missing
Eig08_AEA.dm.numeric22 unique values
0 missing
ATSC2enumeric26 unique values
0 missing
Eig08_AEA.ed.numeric25 unique values
0 missing
ATSC2inumeric27 unique values
0 missing
Eig08_AEA.ri.numeric24 unique values
0 missing
ATSC2mnumeric27 unique values
0 missing
Eig08_EAnumeric24 unique values
0 missing
ATSC2pnumeric27 unique values
0 missing
Eig08_EA.bo.numeric20 unique values
0 missing
ATSC2snumeric27 unique values
0 missing
Eig08_EA.ed.numeric25 unique values
0 missing
ATSC2vnumeric27 unique values
0 missing
Eig08_EA.ri.numeric23 unique values
0 missing
ATSC3enumeric25 unique values
0 missing
Eig09_AEA.bo.numeric24 unique values
0 missing
ATSC3inumeric27 unique values
0 missing
Eig09_AEA.dm.numeric22 unique values
0 missing
ATSC3mnumeric27 unique values
0 missing
Eig09_AEA.ed.numeric26 unique values
0 missing
ATSC3pnumeric27 unique values
0 missing
Eig09_AEA.ri.numeric23 unique values
0 missing
ATSC3snumeric27 unique values
0 missing
Eig09_EAnumeric25 unique values
0 missing
ATSC3vnumeric27 unique values
0 missing
Eig09_EA.bo.numeric24 unique values
0 missing
ATSC4enumeric27 unique values
0 missing
Eig09_EA.ed.numeric26 unique values
0 missing
ATSC4inumeric27 unique values
0 missing
Eig09_EA.ri.numeric26 unique values
0 missing
ATSC4mnumeric27 unique values
0 missing
ATSC4pnumeric27 unique values
0 missing
ATSC4snumeric27 unique values
0 missing
ATSC4vnumeric27 unique values
0 missing
ATSC5enumeric27 unique values
0 missing
ATSC5inumeric27 unique values
0 missing
ATSC5mnumeric27 unique values
0 missing
ATSC5pnumeric27 unique values
0 missing
ATSC5snumeric27 unique values
0 missing
ATSC5vnumeric27 unique values
0 missing
ATSC6enumeric26 unique values
0 missing
ATSC6inumeric27 unique values
0 missing
ATSC6mnumeric27 unique values
0 missing
ATSC6pnumeric27 unique values
0 missing
ATSC6snumeric27 unique values
0 missing
ATSC6vnumeric27 unique values
0 missing
ATSC7enumeric26 unique values
0 missing
ATSC7inumeric27 unique values
0 missing
ATSC7mnumeric27 unique values
0 missing
ATSC7pnumeric27 unique values
0 missing
ATSC7snumeric27 unique values
0 missing
ATSC7vnumeric27 unique values
0 missing
ATSC8enumeric27 unique values
0 missing
ATSC8inumeric27 unique values
0 missing
ATSC8mnumeric27 unique values
0 missing
ATSC8pnumeric27 unique values
0 missing
ATSC8snumeric27 unique values
0 missing
ATSC8vnumeric27 unique values
0 missing
BACnumeric15 unique values
0 missing
BBInumeric20 unique values
0 missing
BIC0numeric23 unique values
0 missing
BIC1numeric24 unique values
0 missing
BIC2numeric27 unique values
0 missing
BIC3numeric26 unique values
0 missing
BIC4numeric23 unique values
0 missing
BIC5numeric21 unique values
0 missing
BIDnumeric22 unique values
0 missing
BLInumeric25 unique values
0 missing
BLTA96numeric24 unique values
0 missing
BLTD48numeric24 unique values
0 missing
BLTF96numeric24 unique values
0 missing
C.numeric24 unique values
0 missing
C.001numeric3 unique values
0 missing
C.002numeric7 unique values
0 missing
C.003numeric2 unique values
0 missing
C.005numeric2 unique values
0 missing
C.006numeric3 unique values
0 missing
C.008numeric2 unique values
0 missing
C.024numeric9 unique values
0 missing
C.025numeric4 unique values
0 missing
C.026numeric4 unique values
0 missing
C.033numeric2 unique values
0 missing
C.034numeric2 unique values
0 missing
C.038numeric2 unique values
0 missing
C.039numeric2 unique values
0 missing
C.040numeric3 unique values
0 missing
CATS2D_00_DDnumeric2 unique values
0 missing
CATS2D_00_DPnumeric2 unique values
0 missing
CATS2D_00_PPnumeric2 unique values
0 missing
CATS2D_01_ANnumeric2 unique values
0 missing
CATS2D_01_DNnumeric2 unique values
0 missing
CATS2D_01_LLnumeric16 unique values
0 missing
CATS2D_02_AAnumeric2 unique values
0 missing
CATS2D_02_ALnumeric6 unique values
0 missing
CATS2D_02_ANnumeric2 unique values
0 missing
CATS2D_02_APnumeric2 unique values
0 missing
CATS2D_02_DAnumeric4 unique values
0 missing
CATS2D_02_DLnumeric5 unique values
0 missing
CATS2D_02_LLnumeric13 unique values
0 missing
CATS2D_02_NLnumeric2 unique values
0 missing
CATS2D_03_AAnumeric4 unique values
0 missing
CATS2D_03_ALnumeric10 unique values
0 missing
CATS2D_03_APnumeric2 unique values
0 missing
CATS2D_03_DAnumeric3 unique values
0 missing
CATS2D_03_DLnumeric5 unique values
0 missing
CATS2D_03_LLnumeric14 unique values
0 missing
CATS2D_03_PLnumeric2 unique values
0 missing
CATS2D_04_AAnumeric4 unique values
0 missing
CATS2D_04_ALnumeric11 unique values
0 missing
CATS2D_04_DAnumeric4 unique values
0 missing
CATS2D_04_DDnumeric3 unique values
0 missing
CATS2D_04_DLnumeric6 unique values
0 missing
CATS2D_04_LLnumeric15 unique values
0 missing
CATS2D_04_NLnumeric3 unique values
0 missing
CATS2D_04_PLnumeric2 unique values
0 missing
CATS2D_05_AAnumeric3 unique values
0 missing
CATS2D_05_ALnumeric11 unique values
0 missing
CATS2D_05_ANnumeric2 unique values
0 missing
CATS2D_05_APnumeric2 unique values
0 missing
CATS2D_05_DAnumeric2 unique values
0 missing
CATS2D_05_DLnumeric6 unique values
0 missing
CATS2D_05_LLnumeric13 unique values
0 missing
CATS2D_05_NLnumeric2 unique values
0 missing
CATS2D_05_PLnumeric2 unique values
0 missing
CATS2D_06_AAnumeric3 unique values
0 missing
CATS2D_06_ALnumeric12 unique values
0 missing
CATS2D_06_ANnumeric2 unique values
0 missing
CATS2D_06_APnumeric2 unique values
0 missing
CATS2D_06_DAnumeric4 unique values
0 missing
CATS2D_06_DLnumeric7 unique values
0 missing
CATS2D_06_LLnumeric13 unique values
0 missing
CATS2D_06_NLnumeric3 unique values
0 missing
CATS2D_06_PLnumeric3 unique values
0 missing
CATS2D_07_AAnumeric2 unique values
0 missing
CATS2D_07_ALnumeric13 unique values
0 missing
CATS2D_07_ANnumeric2 unique values
0 missing
CATS2D_07_DAnumeric2 unique values
0 missing
CATS2D_07_DLnumeric9 unique values
0 missing
CATS2D_07_LLnumeric15 unique values
0 missing
CATS2D_07_NLnumeric4 unique values
0 missing
CATS2D_07_PLnumeric5 unique values
0 missing
CATS2D_08_AAnumeric3 unique values
0 missing
CATS2D_08_ALnumeric9 unique values
0 missing
CATS2D_08_ANnumeric2 unique values
0 missing
CATS2D_08_DAnumeric2 unique values
0 missing
CATS2D_08_DDnumeric2 unique values
0 missing
CATS2D_08_DLnumeric8 unique values
0 missing
CATS2D_08_DNnumeric2 unique values
0 missing
CATS2D_08_LLnumeric17 unique values
0 missing
CATS2D_08_NLnumeric4 unique values
0 missing
CATS2D_08_PLnumeric4 unique values
0 missing
CATS2D_08_PNnumeric2 unique values
0 missing
CATS2D_09_AAnumeric3 unique values
0 missing
CATS2D_09_ALnumeric10 unique values
0 missing
CATS2D_09_APnumeric2 unique values
0 missing
CATS2D_09_DAnumeric3 unique values
0 missing
CATS2D_09_DDnumeric2 unique values
0 missing
CATS2D_09_DLnumeric7 unique values
0 missing
CATS2D_09_DPnumeric2 unique values
0 missing
CATS2D_09_LLnumeric17 unique values
0 missing
CATS2D_09_NLnumeric3 unique values
0 missing
CATS2D_09_PLnumeric4 unique values
0 missing
CENTnumeric25 unique values
0 missing
Chi0_AEA.bo.numeric25 unique values
0 missing
Chi0_AEA.dm.numeric25 unique values
0 missing
Chi0_AEA.ed.numeric25 unique values
0 missing
Chi0_AEA.ri.numeric25 unique values
0 missing
Chi0_EAnumeric25 unique values
0 missing
Chi0_EA.bo.numeric25 unique values
0 missing
Chi0_EA.dm.numeric19 unique values
0 missing
Chi0_EA.ed.numeric26 unique values
0 missing
Chi0_EA.ri.numeric27 unique values
0 missing
Chi1_AEA.bo.numeric26 unique values
0 missing
Chi1_AEA.dm.numeric26 unique values
0 missing
Chi1_AEA.ed.numeric26 unique values
0 missing
Chi1_AEA.ri.numeric26 unique values
0 missing
Chi1_EAnumeric26 unique values
0 missing
Chi1_EA.bo.numeric26 unique values
0 missing
Chi1_EA.dm.numeric17 unique values
0 missing
Chi1_EA.ed.numeric26 unique values
0 missing
Chi1_EA.ri.numeric27 unique values
0 missing
CIC0numeric25 unique values
0 missing
CIC1numeric26 unique values
0 missing
CIC2numeric27 unique values
0 missing
CIC3numeric26 unique values
0 missing
CIC4numeric26 unique values
0 missing
CIC5numeric26 unique values
0 missing
CIDnumeric24 unique values
0 missing
CMC.50numeric2 unique values
0 missing
CMC.80numeric2 unique values
0 missing
cRo5numeric2 unique values
0 missing
CSInumeric25 unique values
0 missing
DBInumeric21 unique values
0 missing
D.Dtr05numeric17 unique values
0 missing
D.Dtr06numeric25 unique values
0 missing
D.Dtr09numeric17 unique values
0 missing
D.Dtr10numeric7 unique values
0 missing
DECCnumeric25 unique values
0 missing
DELSnumeric27 unique values
0 missing
Depressant.80numeric2 unique values
0 missing
DLS_01numeric3 unique values
0 missing
DLS_02numeric4 unique values
0 missing
DLS_03numeric4 unique values
0 missing

62 properties

27
Number of instances (rows) of the dataset.
340
Number of attributes (columns) of the dataset.
0
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
339
Number of numeric attributes.
1
Number of nominal attributes.
Entropy of the target attribute values.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
Second quartile (Median) of entropy among attributes.
12.59
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
1.03
Second quartile (Median) of kurtosis among attributes of the numeric type.
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
-0.08
Mean skewness among attributes of the numeric type.
3.62
Second quartile (Median) of means among attributes of the numeric type.
Percentage of instances belonging to the most frequent class.
10.19
Mean standard deviation of attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
-0.03
Second quartile (Median) of skewness among attributes of the numeric type.
Maximum entropy among attributes.
-2.16
Minimum kurtosis among attributes of the numeric type.
0
Percentage of binary attributes.
0.51
Second quartile (Median) of standard deviation of attributes of the numeric type.
27
Maximum kurtosis among attributes of the numeric type.
-4.62
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
2323.63
Maximum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of missing values.
3.49
Third quartile of kurtosis among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
The minimal number of distinct values among attributes of the nominal type.
99.71
Percentage of numeric attributes.
6.48
Third quartile of means among attributes of the numeric type.
The maximum number of distinct values among attributes of the nominal type.
-3.59
Minimum skewness among attributes of the numeric type.
0.29
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
5.2
Maximum skewness among attributes of the numeric type.
0.01
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
0.79
Third quartile of skewness among attributes of the numeric type.
1629.61
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
-0.83
First quartile of kurtosis among attributes of the numeric type.
2.97
Third quartile of standard deviation of attributes of the numeric type.
Average entropy of the attributes.
Number of instances belonging to the least frequent class.
1
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
2.42
Mean kurtosis among attributes of the numeric type.
0
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
20.19
Mean of means among attributes of the numeric type.
-0.82
First quartile of skewness among attributes of the numeric type.
0.43
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
0.3
First quartile of standard deviation of attributes of the numeric type.

12 tasks

2 runs - estimation_procedure: Custom 10-fold Crossvalidation - target_feature: pXC50
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
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