Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4271

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL4271

deactivated ARFF Publicly available Visibility: public Uploaded 16-07-2016 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: CHEMBL4271 (TID: 11009), and it has 43 rows and 361 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.

363 features

pXC50 (target)numeric41 unique values
0 missing
molecule_id (row identifier)nominal43 unique values
0 missing
ATS4vnumeric42 unique values
0 missing
ATS1mnumeric36 unique values
0 missing
ATS5enumeric42 unique values
0 missing
ATS2mnumeric37 unique values
0 missing
ATS5inumeric42 unique values
0 missing
ATS7mnumeric43 unique values
0 missing
ATS5pnumeric43 unique values
0 missing
ATS8mnumeric43 unique values
0 missing
ATS5snumeric40 unique values
0 missing
Chi0_EA.ri.numeric31 unique values
0 missing
ATS5vnumeric43 unique values
0 missing
Chi1_EA.ri.numeric35 unique values
0 missing
ATS6enumeric43 unique values
0 missing
Eig05_AEA.dm.numeric33 unique values
0 missing
ATS6inumeric42 unique values
0 missing
Eig06_AEA.dm.numeric27 unique values
0 missing
ATS6pnumeric42 unique values
0 missing
Eig07_AEA.dm.numeric38 unique values
0 missing
ATS7enumeric42 unique values
0 missing
Eta_betaSnumeric20 unique values
0 missing
ATS7inumeric43 unique values
0 missing
IACnumeric28 unique values
0 missing
ATS7pnumeric43 unique values
0 missing
SpAD_AEA.ri.numeric35 unique values
0 missing
ATS7snumeric42 unique values
0 missing
TIC0numeric28 unique values
0 missing
ATS8enumeric43 unique values
0 missing
XMODnumeric30 unique values
0 missing
ATS8inumeric42 unique values
0 missing
ZM2Madnumeric31 unique values
0 missing
ATS8pnumeric43 unique values
0 missing
SaasCnumeric43 unique values
0 missing
ATS8snumeric42 unique values
0 missing
AMRnumeric37 unique values
0 missing
ATS8vnumeric43 unique values
0 missing
ATS3mnumeric38 unique values
0 missing
ATSC1enumeric23 unique values
0 missing
ATS5mnumeric42 unique values
0 missing
ATSC1inumeric34 unique values
0 missing
ATS6snumeric43 unique values
0 missing
ATSC1mnumeric36 unique values
0 missing
ATS6vnumeric42 unique values
0 missing
ATSC1pnumeric36 unique values
0 missing
ATS7vnumeric43 unique values
0 missing
ATSC1snumeric38 unique values
0 missing
Dznumeric25 unique values
0 missing
ATSC1vnumeric35 unique values
0 missing
Eig03_AEA.dm.numeric41 unique values
0 missing
ATSC2enumeric30 unique values
0 missing
Eig11_AEA.dm.numeric28 unique values
0 missing
ATSC2inumeric36 unique values
0 missing
SpAD_AEA.bo.numeric31 unique values
0 missing
ATSC2mnumeric37 unique values
0 missing
SpMaxA_AEA.bo.numeric27 unique values
0 missing
ATSC2pnumeric37 unique values
0 missing
SpMaxA_AEA.ri.numeric22 unique values
0 missing
ATSC2snumeric42 unique values
0 missing
ATS6mnumeric43 unique values
0 missing
ATSC2vnumeric37 unique values
0 missing
Hynumeric21 unique values
0 missing
ATSC3enumeric29 unique values
0 missing
ATS4mnumeric43 unique values
0 missing
ATSC3inumeric39 unique values
0 missing
BBInumeric15 unique values
0 missing
ATSC3pnumeric38 unique values
0 missing
BIDnumeric19 unique values
0 missing
ATSC3snumeric43 unique values
0 missing
CENTnumeric20 unique values
0 missing
ATSC3vnumeric38 unique values
0 missing
Chi0_AEA.bo.numeric18 unique values
0 missing
ATSC4enumeric34 unique values
0 missing
Chi0_AEA.dm.numeric18 unique values
0 missing
ATSC4inumeric39 unique values
0 missing
Chi0_AEA.ed.numeric18 unique values
0 missing
ATSC4pnumeric43 unique values
0 missing
Chi0_AEA.ri.numeric18 unique values
0 missing
ATSC4snumeric43 unique values
0 missing
Chi0_EAnumeric18 unique values
0 missing
ATSC4vnumeric43 unique values
0 missing
Chi1_AEA.bo.numeric24 unique values
0 missing
ATSC5enumeric35 unique values
0 missing
Chi1_AEA.dm.numeric24 unique values
0 missing
ATSC5inumeric43 unique values
0 missing
Chi1_AEA.ed.numeric24 unique values
0 missing
ATSC5mnumeric43 unique values
0 missing
Chi1_AEA.ri.numeric24 unique values
0 missing
ATSC5pnumeric43 unique values
0 missing
Chi1_EAnumeric24 unique values
0 missing
ATSC5snumeric43 unique values
0 missing
CIDnumeric17 unique values
0 missing
ATSC5vnumeric41 unique values
0 missing
Eig02_EA.ri.numeric35 unique values
0 missing
ATSC6enumeric36 unique values
0 missing
Eig03_AEA.bo.numeric30 unique values
0 missing
ATSC6inumeric41 unique values
0 missing
Eig03_AEA.ed.numeric24 unique values
0 missing
ATSC6mnumeric43 unique values
0 missing
Eig03_AEA.ri.numeric35 unique values
0 missing
ATSC6pnumeric43 unique values
0 missing
Eig03_EAnumeric22 unique values
0 missing
ATSC6snumeric43 unique values
0 missing
Eig03_EA.ed.numeric24 unique values
0 missing
ATSC6vnumeric42 unique values
0 missing
Eig03_EA.ri.numeric34 unique values
0 missing
ATSC7enumeric38 unique values
0 missing
Eig04_AEA.ed.numeric20 unique values
0 missing
ATSC7inumeric43 unique values
0 missing
Eig04_AEA.ri.numeric24 unique values
0 missing
ATSC7pnumeric42 unique values
0 missing
Eig04_EAnumeric16 unique values
0 missing
ATSC7snumeric43 unique values
0 missing
Eig04_EA.ed.numeric21 unique values
0 missing
ATSC7vnumeric43 unique values
0 missing
Eig04_EA.ri.numeric23 unique values
0 missing
ATSC8enumeric36 unique values
0 missing
Eig05_AEA.ed.numeric21 unique values
0 missing
ATSC8inumeric39 unique values
0 missing
Eig05_AEA.ri.numeric30 unique values
0 missing
ATSC8pnumeric43 unique values
0 missing
Eig05_EAnumeric21 unique values
0 missing
ATSC8snumeric43 unique values
0 missing
Eig05_EA.ed.numeric22 unique values
0 missing
ATSC8vnumeric43 unique values
0 missing
Eig05_EA.ri.numeric30 unique values
0 missing
BACnumeric12 unique values
0 missing
Eig06_AEA.ed.numeric17 unique values
0 missing
BIC0numeric24 unique values
0 missing
Eig06_AEA.ri.numeric25 unique values
0 missing
BIC1numeric30 unique values
0 missing
Eig06_EAnumeric17 unique values
0 missing
BIC2numeric35 unique values
0 missing
Eig06_EA.ed.numeric19 unique values
0 missing
BIC3numeric34 unique values
0 missing
Eig06_EA.ri.numeric25 unique values
0 missing
BIC4numeric33 unique values
0 missing
Eig07_AEA.bo.numeric25 unique values
0 missing
BIC5numeric32 unique values
0 missing
Eig07_AEA.ed.numeric22 unique values
0 missing
BLInumeric34 unique values
0 missing
Eig07_AEA.ri.numeric23 unique values
0 missing
BLTA96numeric31 unique values
0 missing
Eig07_EAnumeric19 unique values
0 missing
BLTD48numeric31 unique values
0 missing
Eig07_EA.ed.numeric22 unique values
0 missing
BLTF96numeric31 unique values
0 missing
Eig07_EA.ri.numeric24 unique values
0 missing
Br.094numeric2 unique values
0 missing
Eig09_AEA.ed.numeric17 unique values
0 missing
C.numeric20 unique values
0 missing
Eig11_AEA.bo.numeric27 unique values
0 missing
C.001numeric3 unique values
0 missing
Eig11_AEA.ed.numeric22 unique values
0 missing
C.002numeric5 unique values
0 missing
Eig11_AEA.ri.numeric25 unique values
0 missing
C.003numeric4 unique values
0 missing
Eig12_AEA.ed.numeric20 unique values
0 missing
C.005numeric4 unique values
0 missing
Eig13_AEA.ri.numeric21 unique values
0 missing
C.006numeric5 unique values
0 missing
Eig14_AEA.bo.numeric18 unique values
0 missing
C.008numeric3 unique values
0 missing
Eig14_AEA.ed.numeric13 unique values
0 missing
C.013numeric2 unique values
0 missing
Eig14_AEA.ri.numeric14 unique values
0 missing
C.015numeric2 unique values
0 missing
Eig15_AEA.ed.numeric14 unique values
0 missing
C.016numeric2 unique values
0 missing
Eta_alphanumeric25 unique values
0 missing
C.017numeric2 unique values
0 missing
GGI10numeric9 unique values
0 missing
C.018numeric2 unique values
0 missing
GGI4numeric21 unique values
0 missing
C.024numeric10 unique values
0 missing
GGI8numeric14 unique values
0 missing
C.025numeric4 unique values
0 missing
HDcpxnumeric22 unique values
0 missing
C.026numeric4 unique values
0 missing
IDDEnumeric22 unique values
0 missing
C.027numeric3 unique values
0 missing
IDDMnumeric23 unique values
0 missing
C.028numeric2 unique values
0 missing
IDETnumeric23 unique values
0 missing
C.030numeric2 unique values
0 missing
IDMnumeric23 unique values
0 missing
C.034numeric2 unique values
0 missing
IDMTnumeric23 unique values
0 missing
C.036numeric2 unique values
0 missing
IVDMnumeric15 unique values
0 missing
C.038numeric2 unique values
0 missing
LLS_01numeric5 unique values
0 missing
C.040numeric3 unique values
0 missing
LPRSnumeric24 unique values
0 missing
CATS2D_00_DDnumeric2 unique values
0 missing
MDDDnumeric22 unique values
0 missing
CATS2D_00_DPnumeric2 unique values
0 missing
MPC01numeric12 unique values
0 missing
CATS2D_00_PPnumeric2 unique values
0 missing
MPC02numeric15 unique values
0 missing
CATS2D_01_ANnumeric2 unique values
0 missing
MPC03numeric16 unique values
0 missing
CATS2D_01_DNnumeric2 unique values
0 missing
MPC04numeric19 unique values
0 missing
CATS2D_01_LLnumeric12 unique values
0 missing
MPC05numeric18 unique values
0 missing
CATS2D_01_NLnumeric2 unique values
0 missing
MPC06numeric21 unique values
0 missing
CATS2D_02_AAnumeric2 unique values
0 missing
MPC07numeric18 unique values
0 missing
CATS2D_02_ALnumeric6 unique values
0 missing
MPC08numeric19 unique values
0 missing
CATS2D_02_APnumeric2 unique values
0 missing
MPC09numeric18 unique values
0 missing
MPC10numeric15 unique values
0 missing
MWC01numeric12 unique values
0 missing
MWC02numeric15 unique values
0 missing
MWC03numeric17 unique values
0 missing
MWC04numeric22 unique values
0 missing
MWC05numeric22 unique values
0 missing
MWC06numeric23 unique values
0 missing
MWC07numeric23 unique values
0 missing
MWC08numeric23 unique values
0 missing
MWC09numeric23 unique values
0 missing
MWC10numeric23 unique values
0 missing
nBOnumeric12 unique values
0 missing
nSKnumeric12 unique values
0 missing
ON0numeric14 unique values
0 missing
ON1numeric17 unique values
0 missing
Polnumeric15 unique values
0 missing
Qindexnumeric13 unique values
0 missing
RDSQnumeric24 unique values
0 missing
SM02_AEA.ed.numeric17 unique values
0 missing
SM02_AEA.ri.numeric22 unique values
0 missing
SM02_EAnumeric15 unique values
0 missing
SM02_EA.ed.numeric23 unique values
0 missing
SM02_EA.ri.numeric28 unique values
0 missing
SM03_AEA.ed.numeric18 unique values
0 missing
SM03_EA.bo.numeric17 unique values
0 missing
SM04_AEA.bo.numeric25 unique values
0 missing
SM04_EAnumeric17 unique values
0 missing
SM04_EA.ri.numeric31 unique values
0 missing
SM05_AEA.bo.numeric25 unique values
0 missing
SM05_EA.bo.numeric24 unique values
0 missing
SM05_EA.ri.numeric29 unique values
0 missing
SM06_AEA.bo.numeric27 unique values
0 missing
SM06_EA.ri.numeric33 unique values
0 missing
SM07_AEA.bo.numeric31 unique values
0 missing
SM07_EA.bo.numeric30 unique values
0 missing
SM07_EA.ri.numeric35 unique values
0 missing
SM08_EA.ri.numeric35 unique values
0 missing
SM09_EA.bo.numeric30 unique values
0 missing
SM10_EA.bo.numeric31 unique values
0 missing
SM11_AEA.bo.numeric22 unique values
0 missing
SM11_EA.bo.numeric31 unique values
0 missing
SM12_AEA.bo.numeric16 unique values
0 missing
SM12_AEA.dm.numeric24 unique values
0 missing
SM12_EA.bo.numeric31 unique values
0 missing
SM13_AEA.bo.numeric21 unique values
0 missing
SM13_AEA.dm.numeric21 unique values
0 missing
SM14_AEA.bo.numeric17 unique values
0 missing
SM14_AEA.dm.numeric22 unique values
0 missing
SM15_AEA.bo.numeric19 unique values
0 missing
SM15_AEA.dm.numeric19 unique values
0 missing
SMTInumeric24 unique values
0 missing
SNarnumeric15 unique values
0 missing
SpAD_AEA.dm.numeric42 unique values
0 missing
SpAD_AEA.ed.numeric24 unique values
0 missing
SpAD_EAnumeric24 unique values
0 missing
SpAD_EA.ed.numeric24 unique values
0 missing
SpAD_EA.ri.numeric35 unique values
0 missing
SpMax1_Bh.e.numeric34 unique values
0 missing
SpMax1_Bh.v.numeric35 unique values
0 missing
SpMax5_Bh.m.numeric24 unique values
0 missing
SRW02numeric12 unique values
0 missing
SRW04numeric15 unique values
0 missing
SRW06numeric17 unique values
0 missing
SRW08numeric22 unique values
0 missing
SRW10numeric23 unique values
0 missing
TPCnumeric17 unique values
0 missing
TWCnumeric23 unique values
0 missing
Uindexnumeric24 unique values
0 missing
VARnumeric18 unique values
0 missing
Wapnumeric18 unique values
0 missing
X0numeric15 unique values
0 missing
X0solnumeric20 unique values
0 missing
X1numeric18 unique values
0 missing
X1Madnumeric31 unique values
0 missing
X1solnumeric23 unique values
0 missing
X2numeric24 unique values
0 missing
X2solnumeric27 unique values
0 missing
X3numeric24 unique values
0 missing
X3solnumeric27 unique values
0 missing
X4numeric24 unique values
0 missing
X4solnumeric27 unique values
0 missing
X5numeric22 unique values
0 missing
X5solnumeric25 unique values
0 missing
Xtnumeric15 unique values
0 missing
Xunumeric24 unique values
0 missing
ZM1numeric15 unique values
0 missing
ZM2numeric17 unique values
0 missing
NaasCnumeric6 unique values
0 missing
AECCnumeric21 unique values
0 missing
D.Dtr06numeric23 unique values
0 missing
DECCnumeric22 unique values
0 missing
Eig02_EA.bo.numeric28 unique values
0 missing
Eig03_EA.bo.numeric31 unique values
0 missing
Eig04_EA.bo.numeric23 unique values
0 missing
Eta_betanumeric29 unique values
0 missing
Eta_betaPnumeric13 unique values
0 missing
HVcpxnumeric24 unique values
0 missing
ICRnumeric22 unique values
0 missing
IDEnumeric23 unique values
0 missing
MSDnumeric23 unique values
0 missing
nCb.numeric5 unique values
0 missing
S3Knumeric36 unique values
0 missing
SM12_AEA.ri.numeric28 unique values
0 missing
SM13_AEA.ri.numeric31 unique values
0 missing
SM14_AEA.ri.numeric23 unique values
0 missing
SpMax3_Bh.e.numeric40 unique values
0 missing
SpMax3_Bh.v.numeric40 unique values
0 missing
Yindexnumeric24 unique values
0 missing
ATSC7mnumeric42 unique values
0 missing
ZM1Madnumeric29 unique values
0 missing
ATSC3mnumeric38 unique values
0 missing
ATSC4mnumeric43 unique values
0 missing
ATSC8mnumeric43 unique values
0 missing
MWnumeric34 unique values
0 missing
TIC1numeric31 unique values
0 missing
TIC2numeric37 unique values
0 missing
TIC3numeric38 unique values
0 missing
TIC4numeric34 unique values
0 missing
TIC5numeric34 unique values
0 missing
S0Knumeric27 unique values
0 missing
SpMax1_Bh.p.numeric34 unique values
0 missing
SpMaxA_EA.ri.numeric25 unique values
0 missing
Eta_epsinumeric34 unique values
0 missing
MATS6inumeric39 unique values
0 missing
MATS6pnumeric40 unique values
0 missing
AACnumeric26 unique values
0 missing
ALOGPnumeric37 unique values
0 missing
ALOGP2numeric37 unique values
0 missing
AMWnumeric34 unique values
0 missing
ARRnumeric15 unique values
0 missing
ATS1enumeric35 unique values
0 missing
ATS1inumeric36 unique values
0 missing
ATS1pnumeric35 unique values
0 missing
ATS1snumeric36 unique values
0 missing
ATS1vnumeric35 unique values
0 missing
ATS2enumeric37 unique values
0 missing
ATS2inumeric37 unique values
0 missing
ATS2pnumeric36 unique values
0 missing
ATS2snumeric40 unique values
0 missing
ATS2vnumeric35 unique values
0 missing
ATS3enumeric37 unique values
0 missing
ATS3inumeric38 unique values
0 missing
ATS3pnumeric38 unique values
0 missing
ATS3snumeric42 unique values
0 missing
ATS3vnumeric39 unique values
0 missing
ATS4enumeric40 unique values
0 missing
ATS4inumeric39 unique values
0 missing
ATS4pnumeric43 unique values
0 missing
ATS4snumeric39 unique values
0 missing

62 properties

43
Number of instances (rows) of the dataset.
363
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.
362
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.
8.44
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
1.91
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.
1.69
Mean skewness among attributes of the numeric type.
3.59
Second quartile (Median) of means among attributes of the numeric type.
Percentage of instances belonging to the most frequent class.
170.97
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.
1.28
Second quartile (Median) of skewness among attributes of the numeric type.
Maximum entropy among attributes.
-2.08
Minimum kurtosis among attributes of the numeric type.
0
Percentage of binary attributes.
0.73
Second quartile (Median) of standard deviation of attributes of the numeric type.
43
Maximum kurtosis among attributes of the numeric type.
-4.02
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
10976.81
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.
7.49
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.
99.72
Percentage of numeric attributes.
8.57
Third quartile of means among attributes of the numeric type.
The maximum number of distinct values among attributes of the nominal type.
-1.03
Minimum skewness among attributes of the numeric type.
0.28
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
6.56
Maximum skewness among attributes of the numeric type.
0.02
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
2.43
Third quartile of skewness among attributes of the numeric type.
43558.5
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
0.56
First quartile of kurtosis among attributes of the numeric type.
3.17
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.
1.21
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
5.52
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.
66.4
Mean of means among attributes of the numeric type.
0.86
First quartile of skewness among attributes of the numeric type.
0.05
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
0.41
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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