Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4981

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4981

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: CHEMBL4981 (TID: 10741), and it has 11 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)numeric11 unique values
0 missing
molecule_id (row identifier)nominal11 unique values
0 missing
CATS2D_02_PLnumeric2 unique values
0 missing
AMRnumeric7 unique values
0 missing
CATS2D_03_AAnumeric3 unique values
0 missing
ATS2mnumeric7 unique values
0 missing
CATS2D_03_ALnumeric5 unique values
0 missing
ATS2snumeric7 unique values
0 missing
CATS2D_03_DLnumeric6 unique values
0 missing
BIDnumeric5 unique values
0 missing
CATS2D_03_LLnumeric6 unique values
0 missing
CENTnumeric6 unique values
0 missing
CATS2D_03_PLnumeric2 unique values
0 missing
Chi0_EA.bo.numeric7 unique values
0 missing
CATS2D_04_AAnumeric2 unique values
0 missing
Chi1_AEA.bo.numeric6 unique values
0 missing
CATS2D_04_ALnumeric6 unique values
0 missing
Chi1_AEA.dm.numeric6 unique values
0 missing
CATS2D_04_DLnumeric5 unique values
0 missing
Chi1_AEA.ed.numeric6 unique values
0 missing
CATS2D_04_LLnumeric5 unique values
0 missing
Chi1_AEA.ri.numeric6 unique values
0 missing
CATS2D_05_AAnumeric3 unique values
0 missing
Chi1_EAnumeric6 unique values
0 missing
CATS2D_05_ALnumeric5 unique values
0 missing
CIDnumeric6 unique values
0 missing
CATS2D_05_DDnumeric2 unique values
0 missing
CSInumeric6 unique values
0 missing
CATS2D_05_DLnumeric6 unique values
0 missing
Dznumeric6 unique values
0 missing
CATS2D_05_LLnumeric6 unique values
0 missing
Eig11_AEA.bo.numeric7 unique values
0 missing
CATS2D_05_PLnumeric2 unique values
0 missing
Eig11_AEA.ri.numeric7 unique values
0 missing
CATS2D_06_AAnumeric2 unique values
0 missing
Eig11_EAnumeric6 unique values
0 missing
CATS2D_06_ALnumeric5 unique values
0 missing
Eig11_EA.ed.numeric6 unique values
0 missing
CATS2D_06_DAnumeric2 unique values
0 missing
Eig11_EA.ri.numeric7 unique values
0 missing
CATS2D_06_DLnumeric5 unique values
0 missing
Eig12_AEA.ri.numeric7 unique values
0 missing
CATS2D_06_LLnumeric6 unique values
0 missing
Eig12_EAnumeric6 unique values
0 missing
CATS2D_07_ALnumeric5 unique values
0 missing
Eig12_EA.ed.numeric6 unique values
0 missing
CATS2D_07_DAnumeric2 unique values
0 missing
Eig12_EA.ri.numeric7 unique values
0 missing
CATS2D_07_DDnumeric2 unique values
0 missing
Eig13_AEA.ed.numeric6 unique values
0 missing
CATS2D_07_DLnumeric5 unique values
0 missing
Eig13_AEA.ri.numeric7 unique values
0 missing
CATS2D_07_LLnumeric5 unique values
0 missing
Eig13_EAnumeric6 unique values
0 missing
CATS2D_08_AAnumeric2 unique values
0 missing
Eig13_EA.ed.numeric6 unique values
0 missing
CATS2D_08_ALnumeric5 unique values
0 missing
Eig13_EA.ri.numeric7 unique values
0 missing
CATS2D_08_APnumeric2 unique values
0 missing
Eig14_AEA.ed.numeric5 unique values
0 missing
CATS2D_08_DAnumeric2 unique values
0 missing
Eig15_AEA.bo.numeric7 unique values
0 missing
CATS2D_08_DLnumeric5 unique values
0 missing
Eig15_AEA.ed.numeric6 unique values
0 missing
CATS2D_08_LLnumeric5 unique values
0 missing
Eig15_AEA.ri.numeric7 unique values
0 missing
CATS2D_09_AAnumeric2 unique values
0 missing
Eig15_EAnumeric6 unique values
0 missing
CATS2D_09_ALnumeric5 unique values
0 missing
Eig15_EA.bo.numeric6 unique values
0 missing
CATS2D_09_APnumeric2 unique values
0 missing
Eta_alphanumeric6 unique values
0 missing
CATS2D_09_DAnumeric2 unique values
0 missing
GMTInumeric6 unique values
0 missing
CATS2D_09_DDnumeric2 unique values
0 missing
HDcpxnumeric6 unique values
0 missing
CATS2D_09_DLnumeric4 unique values
0 missing
IDDMnumeric6 unique values
0 missing
CATS2D_09_LLnumeric5 unique values
0 missing
IDETnumeric6 unique values
0 missing
Chi0_EA.dm.numeric7 unique values
0 missing
IDMnumeric6 unique values
0 missing
Chi0_EA.ed.numeric6 unique values
0 missing
IDMTnumeric6 unique values
0 missing
Chi1_EA.bo.numeric7 unique values
0 missing
LPRSnumeric6 unique values
0 missing
Chi1_EA.dm.numeric7 unique values
0 missing
MATS3pnumeric7 unique values
0 missing
Chi1_EA.ed.numeric6 unique values
0 missing
MATS3vnumeric7 unique values
0 missing
CIC0numeric7 unique values
0 missing
MATS4mnumeric7 unique values
0 missing
CIC1numeric7 unique values
0 missing
MDDDnumeric6 unique values
0 missing
CIC2numeric7 unique values
0 missing
MPC01numeric6 unique values
0 missing
CIC3numeric7 unique values
0 missing
MWC01numeric6 unique values
0 missing
CIC4numeric7 unique values
0 missing
MWC02numeric5 unique values
0 missing
CIC5numeric7 unique values
0 missing
nBOnumeric6 unique values
0 missing
Cl.089numeric3 unique values
0 missing
nSKnumeric5 unique values
0 missing
CMC.80numeric2 unique values
0 missing
ON1numeric6 unique values
0 missing
DBInumeric5 unique values
0 missing
Psi_e_0numeric7 unique values
0 missing
D.Dtr03numeric2 unique values
0 missing
Psi_e_1numeric7 unique values
0 missing
D.Dtr05numeric6 unique values
0 missing
Psi_i_0numeric7 unique values
0 missing
D.Dtr06numeric6 unique values
0 missing
RDSQnumeric6 unique values
0 missing
D.Dtr09numeric5 unique values
0 missing
S0Knumeric7 unique values
0 missing
D.Dtr10numeric5 unique values
0 missing
SM02_AEA.bo.numeric6 unique values
0 missing
DECCnumeric6 unique values
0 missing
SM03_AEA.bo.numeric7 unique values
0 missing
DELSnumeric7 unique values
0 missing
SM04_AEA.bo.numeric7 unique values
0 missing
DLS_01numeric2 unique values
0 missing
SM05_AEA.dm.numeric6 unique values
0 missing
DLS_02numeric3 unique values
0 missing
SM06_AEA.dm.numeric6 unique values
0 missing
DLS_03numeric2 unique values
0 missing
SM06_AEA.ri.numeric6 unique values
0 missing
DLS_04numeric5 unique values
0 missing
SM07_AEA.dm.numeric6 unique values
0 missing
DLS_05numeric2 unique values
0 missing
SM07_AEA.ri.numeric6 unique values
0 missing
DLS_06numeric2 unique values
0 missing
SM08_AEA.ri.numeric6 unique values
0 missing
DLS_consnumeric7 unique values
0 missing
SM09_AEA.dm.numeric6 unique values
0 missing
Eig01_AEA.bo.numeric7 unique values
0 missing
SNarnumeric6 unique values
0 missing
Eig01_AEA.dm.numeric7 unique values
0 missing
SpAD_AEA.bo.numeric7 unique values
0 missing
Eig01_AEA.ed.numeric6 unique values
0 missing
SpAD_AEA.ed.numeric6 unique values
0 missing
Eig01_AEA.ri.numeric6 unique values
0 missing
SpAD_AEA.ri.numeric7 unique values
0 missing
Eig01_EAnumeric6 unique values
0 missing
SpAD_EAnumeric6 unique values
0 missing
Eig01_EA.bo.numeric7 unique values
0 missing
SpAD_EA.ri.numeric7 unique values
0 missing
Eig01_EA.dm.numeric6 unique values
0 missing
SpMax5_Bh.e.numeric7 unique values
0 missing
Eig01_EA.ed.numeric6 unique values
0 missing
SpMax5_Bh.i.numeric7 unique values
0 missing
Eig01_EA.ri.numeric6 unique values
0 missing
SpMax5_Bh.p.numeric7 unique values
0 missing
Eig02_AEA.bo.numeric7 unique values
0 missing
SpMax5_Bh.v.numeric7 unique values
0 missing
Eig02_AEA.dm.numeric7 unique values
0 missing
SpMax7_Bh.m.numeric7 unique values
0 missing
Eig02_AEA.ed.numeric6 unique values
0 missing
SpMax8_Bh.m.numeric7 unique values
0 missing
Eig02_AEA.ri.numeric7 unique values
0 missing
SpMin5_Bh.v.numeric7 unique values
0 missing
Eig02_EAnumeric6 unique values
0 missing
SRW02numeric6 unique values
0 missing
Eig02_EA.bo.numeric7 unique values
0 missing
SRW04numeric5 unique values
0 missing
Eig02_EA.dm.numeric6 unique values
0 missing
VARnumeric5 unique values
0 missing
Wapnumeric6 unique values
0 missing
X0numeric6 unique values
0 missing
X0solnumeric6 unique values
0 missing
X1numeric6 unique values
0 missing
X1Madnumeric6 unique values
0 missing
X2numeric6 unique values
0 missing
X2solnumeric6 unique values
0 missing
X4numeric6 unique values
0 missing
X4solnumeric6 unique values
0 missing
Xtnumeric6 unique values
0 missing
Xunumeric6 unique values
0 missing
ZM1numeric5 unique values
0 missing
ZM2Madnumeric6 unique values
0 missing
ATS7mnumeric7 unique values
0 missing
Chi0_AEA.bo.numeric6 unique values
0 missing
Chi0_AEA.dm.numeric6 unique values
0 missing
Chi0_AEA.ed.numeric6 unique values
0 missing
Chi0_AEA.ri.numeric6 unique values
0 missing
Chi0_EAnumeric6 unique values
0 missing
Chi0_EA.ri.numeric7 unique values
0 missing
Chi1_EA.ri.numeric7 unique values
0 missing
ECCnumeric6 unique values
0 missing
Eig11_EA.bo.numeric7 unique values
0 missing
Eig15_EA.ed.numeric6 unique values
0 missing
Eig15_EA.ri.numeric6 unique values
0 missing
IVDMnumeric5 unique values
0 missing
MATS4enumeric5 unique values
0 missing
MATS4snumeric7 unique values
0 missing
MWnumeric7 unique values
0 missing
SM10_AEA.ri.numeric6 unique values
0 missing
SMTInumeric6 unique values
0 missing
UNIPnumeric5 unique values
0 missing
X1solnumeric6 unique values
0 missing
AACnumeric7 unique values
0 missing
AECCnumeric6 unique values
0 missing
ALOGPnumeric7 unique values
0 missing
ALOGP2numeric7 unique values
0 missing
AMWnumeric7 unique values
0 missing
ARRnumeric3 unique values
0 missing
ATS1enumeric7 unique values
0 missing
ATS1inumeric7 unique values
0 missing
ATS1mnumeric7 unique values
0 missing
ATS1pnumeric7 unique values
0 missing
ATS1snumeric7 unique values
0 missing
ATS1vnumeric7 unique values
0 missing
ATS2enumeric7 unique values
0 missing
ATS2inumeric7 unique values
0 missing
ATS2pnumeric7 unique values
0 missing
ATS2vnumeric7 unique values
0 missing
ATS3enumeric7 unique values
0 missing
ATS3inumeric7 unique values
0 missing
ATS3mnumeric7 unique values
0 missing
ATS3pnumeric7 unique values
0 missing
ATS3snumeric6 unique values
0 missing
ATS3vnumeric7 unique values
0 missing
ATS4enumeric7 unique values
0 missing
ATS4inumeric7 unique values
0 missing
ATS4mnumeric6 unique values
0 missing
ATS4pnumeric7 unique values
0 missing
ATS4snumeric7 unique values
0 missing
ATS4vnumeric7 unique values
0 missing
ATS5enumeric7 unique values
0 missing
ATS5inumeric7 unique values
0 missing
ATS5mnumeric7 unique values
0 missing
ATS5pnumeric7 unique values
0 missing
ATS5snumeric7 unique values
0 missing
ATS5vnumeric7 unique values
0 missing
ATS6enumeric7 unique values
0 missing
ATS6inumeric7 unique values
0 missing
ATS6mnumeric6 unique values
0 missing
ATS6pnumeric7 unique values
0 missing
ATS6snumeric6 unique values
0 missing
ATS6vnumeric7 unique values
0 missing
ATS7enumeric7 unique values
0 missing
ATS7inumeric7 unique values
0 missing
ATS7pnumeric7 unique values
0 missing
ATS7snumeric7 unique values
0 missing
ATS7vnumeric7 unique values
0 missing
ATS8enumeric7 unique values
0 missing
ATS8inumeric7 unique values
0 missing
ATS8mnumeric7 unique values
0 missing
ATS8pnumeric7 unique values
0 missing
ATS8snumeric7 unique values
0 missing
ATS8vnumeric7 unique values
0 missing
ATSC1enumeric7 unique values
0 missing
ATSC1inumeric7 unique values
0 missing
ATSC1mnumeric7 unique values
0 missing
ATSC1pnumeric7 unique values
0 missing
ATSC1snumeric7 unique values
0 missing
ATSC1vnumeric7 unique values
0 missing
ATSC2enumeric7 unique values
0 missing
ATSC2inumeric7 unique values
0 missing
ATSC2mnumeric7 unique values
0 missing
ATSC2pnumeric7 unique values
0 missing
ATSC2snumeric7 unique values
0 missing
ATSC2vnumeric7 unique values
0 missing
ATSC3enumeric7 unique values
0 missing
ATSC3inumeric7 unique values
0 missing
ATSC3mnumeric7 unique values
0 missing
ATSC3pnumeric7 unique values
0 missing
ATSC3snumeric7 unique values
0 missing
ATSC3vnumeric7 unique values
0 missing
ATSC4enumeric7 unique values
0 missing
ATSC4inumeric7 unique values
0 missing
ATSC4mnumeric7 unique values
0 missing
ATSC4pnumeric7 unique values
0 missing
ATSC4snumeric7 unique values
0 missing
ATSC4vnumeric7 unique values
0 missing
ATSC5enumeric7 unique values
0 missing
ATSC5inumeric7 unique values
0 missing
ATSC5mnumeric7 unique values
0 missing
ATSC5pnumeric7 unique values
0 missing
ATSC5snumeric7 unique values
0 missing
ATSC5vnumeric7 unique values
0 missing
ATSC6enumeric7 unique values
0 missing
ATSC6inumeric7 unique values
0 missing
ATSC6mnumeric7 unique values
0 missing
ATSC6pnumeric7 unique values
0 missing
ATSC6snumeric7 unique values
0 missing
ATSC6vnumeric7 unique values
0 missing
ATSC7enumeric7 unique values
0 missing
ATSC7inumeric7 unique values
0 missing
ATSC7mnumeric7 unique values
0 missing
ATSC7pnumeric7 unique values
0 missing
ATSC7snumeric7 unique values
0 missing
ATSC7vnumeric7 unique values
0 missing
ATSC8enumeric7 unique values
0 missing
ATSC8inumeric7 unique values
0 missing
ATSC8mnumeric7 unique values
0 missing
ATSC8pnumeric7 unique values
0 missing
ATSC8snumeric7 unique values
0 missing
ATSC8vnumeric7 unique values
0 missing
BACnumeric6 unique values
0 missing
BBInumeric5 unique values
0 missing
BIC0numeric7 unique values
0 missing
BIC1numeric7 unique values
0 missing
BIC2numeric7 unique values
0 missing
BIC3numeric6 unique values
0 missing
BIC4numeric7 unique values
0 missing
BIC5numeric7 unique values
0 missing
BLInumeric7 unique values
0 missing
BLTA96numeric7 unique values
0 missing
BLTD48numeric7 unique values
0 missing
BLTF96numeric7 unique values
0 missing
C.numeric7 unique values
0 missing
C.001numeric5 unique values
0 missing
C.002numeric5 unique values
0 missing
C.003numeric3 unique values
0 missing
C.004numeric3 unique values
0 missing
C.006numeric4 unique values
0 missing
C.008numeric2 unique values
0 missing
C.011numeric2 unique values
0 missing
C.012numeric2 unique values
0 missing
C.016numeric2 unique values
0 missing
C.017numeric3 unique values
0 missing
C.024numeric3 unique values
0 missing
C.025numeric2 unique values
0 missing
C.026numeric3 unique values
0 missing
C.027numeric2 unique values
0 missing
C.033numeric2 unique values
0 missing
C.038numeric2 unique values
0 missing
C.040numeric2 unique values
0 missing
C.042numeric2 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_DAnumeric2 unique values
0 missing
CATS2D_01_LLnumeric6 unique values
0 missing
CATS2D_02_AAnumeric3 unique values
0 missing
CATS2D_02_ALnumeric4 unique values
0 missing
CATS2D_02_DLnumeric4 unique values
0 missing
CATS2D_02_LLnumeric6 unique values
0 missing

62 properties

11
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.
3.32
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.
0.62
Third quartile of skewness among attributes of the numeric type.
15752.06
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
-2.1
First quartile of kurtosis among attributes of the numeric type.
3.19
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.
1.14
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
-1.14
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.
312.7
Mean of means among attributes of the numeric type.
-0.16
First quartile of skewness among attributes of the numeric type.
Average mutual information between the nominal attributes and the target attribute.
0.23
First quartile of standard deviation of attributes of the numeric type.
-0.13
Average class difference between consecutive instances.
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.
Entropy of the target attribute values.
Average number of distinct values among the attributes of the nominal type.
-1.39
Second quartile (Median) of kurtosis among attributes of the numeric type.
30.91
Number of attributes divided by the number of instances.
0.27
Mean skewness among attributes of the numeric type.
4.31
Second quartile (Median) of means 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.
Percentage of instances belonging to the most frequent class.
107.7
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.
0.2
Second quartile (Median) of skewness among attributes of the numeric type.
Maximum entropy among attributes.
-2.44
Minimum kurtosis among attributes of the numeric type.
0
Percentage of binary attributes.
0.53
Second quartile (Median) of standard deviation of attributes of the numeric type.
11
Maximum kurtosis among attributes of the numeric type.
-5.75
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
38342.27
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.
-0.93
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.
17.54
Third quartile of means among attributes of the numeric type.
The maximum number of distinct values among attributes of the nominal type.
-1.95
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.

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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