Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL2094

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL2094

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: CHEMBL2094 (TID: 10535), and it has 26 rows and 314 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.

316 features

pXC50 (target)numeric18 unique values
0 missing
molecule_id (row identifier)nominal26 unique values
0 missing
Eta_epsinumeric25 unique values
0 missing
ATSC7snumeric26 unique values
0 missing
GGI1numeric16 unique values
0 missing
ATSC8enumeric26 unique values
0 missing
GGI10numeric20 unique values
0 missing
ATSC8snumeric26 unique values
0 missing
GGI2numeric17 unique values
0 missing
SpMax3_Bh.s.numeric21 unique values
0 missing
GGI3numeric21 unique values
0 missing
SpMax5_Bh.s.numeric21 unique values
0 missing
GGI4numeric22 unique values
0 missing
ATSC6mnumeric26 unique values
0 missing
GGI5numeric21 unique values
0 missing
ATSC6pnumeric26 unique values
0 missing
LLS_02numeric5 unique values
0 missing
CATS2D_02_AAnumeric13 unique values
0 missing
MATS6enumeric25 unique values
0 missing
CATS2D_03_ANnumeric7 unique values
0 missing
nDBnumeric9 unique values
0 missing
CATS2D_09_AAnumeric10 unique values
0 missing
nHetnumeric17 unique values
0 missing
GATS2enumeric25 unique values
0 missing
P_VSA_i_3numeric24 unique values
0 missing
GATS3pnumeric25 unique values
0 missing
P_VSA_s_6numeric21 unique values
0 missing
GATS6vnumeric26 unique values
0 missing
Ramnumeric13 unique values
0 missing
MATS2pnumeric24 unique values
0 missing
S0Knumeric23 unique values
0 missing
P_VSA_s_1numeric12 unique values
0 missing
SM02_AEA.ed.numeric19 unique values
0 missing
SdsssPnumeric12 unique values
0 missing
SM03_AEA.ri.numeric21 unique values
0 missing
SsssCHnumeric19 unique values
0 missing
SM03_EAnumeric15 unique values
0 missing
Eta_Fnumeric26 unique values
0 missing
SM03_EA.bo.numeric20 unique values
0 missing
MWC08numeric22 unique values
0 missing
SM04_AEA.ri.numeric19 unique values
0 missing
MWC09numeric21 unique values
0 missing
SM05_AEA.bo.numeric22 unique values
0 missing
MWC10numeric21 unique values
0 missing
SM05_EAnumeric20 unique values
0 missing
SM03_EA.ed.numeric21 unique values
0 missing
SM05_EA.bo.numeric21 unique values
0 missing
SM04_AEA.ed.numeric22 unique values
0 missing
SM06_AEA.bo.numeric22 unique values
0 missing
SM04_EA.ed.numeric22 unique values
0 missing
SM06_EAnumeric21 unique values
0 missing
SM05_AEA.ed.numeric22 unique values
0 missing
SM07_AEA.bo.numeric20 unique values
0 missing
SM05_EA.ed.numeric21 unique values
0 missing
SM08_AEA.bo.numeric22 unique values
0 missing
SM06_AEA.ed.numeric22 unique values
0 missing
SM10_AEA.bo.numeric21 unique values
0 missing
SM06_EA.ri.numeric22 unique values
0 missing
SM11_AEA.bo.numeric16 unique values
0 missing
SM07_AEA.ed.numeric22 unique values
0 missing
SM11_AEA.dm.numeric19 unique values
0 missing
SM07_EAnumeric21 unique values
0 missing
SM12_AEA.bo.numeric20 unique values
0 missing
SM07_EA.ri.numeric22 unique values
0 missing
SM12_AEA.ri.numeric16 unique values
0 missing
SM08_AEA.ed.numeric22 unique values
0 missing
SM13_AEA.dm.numeric22 unique values
0 missing
SM08_EAnumeric22 unique values
0 missing
SM13_AEA.ri.numeric20 unique values
0 missing
SM08_EA.ri.numeric22 unique values
0 missing
SM14_AEA.dm.numeric21 unique values
0 missing
SM09_EAnumeric21 unique values
0 missing
SM15_AEA.dm.numeric18 unique values
0 missing
SM09_EA.ri.numeric22 unique values
0 missing
SMTIVnumeric24 unique values
0 missing
SM10_EAnumeric21 unique values
0 missing
SPInumeric22 unique values
0 missing
SM10_EA.ri.numeric22 unique values
0 missing
SpMax2_Bh.s.numeric19 unique values
0 missing
SM11_EAnumeric22 unique values
0 missing
SpMax3_Bh.m.numeric22 unique values
0 missing
SM11_EA.ri.numeric22 unique values
0 missing
SpMax5_Bh.m.numeric21 unique values
0 missing
SM12_EAnumeric22 unique values
0 missing
TPSA.Tot.numeric23 unique values
0 missing
SM12_EA.ri.numeric22 unique values
0 missing
Uindexnumeric22 unique values
0 missing
SM13_EA.ri.numeric22 unique values
0 missing
ZM1Madnumeric25 unique values
0 missing
SM14_EA.ri.numeric22 unique values
0 missing
ZM1MulPernumeric24 unique values
0 missing
SM15_EA.ri.numeric22 unique values
0 missing
ZM1Pernumeric24 unique values
0 missing
SpMax3_Bh.p.numeric23 unique values
0 missing
ZM1Vnumeric23 unique values
0 missing
SRW10numeric22 unique values
0 missing
ZM2Madnumeric26 unique values
0 missing
TWCnumeric21 unique values
0 missing
ZM2MulPernumeric24 unique values
0 missing
ATS2snumeric26 unique values
0 missing
ZM2Pernumeric24 unique values
0 missing
ATS4snumeric26 unique values
0 missing
ZM2Vnumeric22 unique values
0 missing
ATS6snumeric26 unique values
0 missing
MATS8inumeric26 unique values
0 missing
ATSC2enumeric24 unique values
0 missing
ATS6enumeric26 unique values
0 missing
ATSC4enumeric26 unique values
0 missing
ATS6mnumeric26 unique values
0 missing
ATSC7enumeric26 unique values
0 missing
ATS8vnumeric26 unique values
0 missing
CATS2D_01_ANnumeric9 unique values
0 missing
CATS2D_09_DAnumeric9 unique values
0 missing
CATS2D_02_DAnumeric12 unique values
0 missing
H.numeric21 unique values
0 missing
MAXDNnumeric26 unique values
0 missing
MATS6snumeric25 unique values
0 missing
nHAccnumeric14 unique values
0 missing
Psi_i_1numeric25 unique values
0 missing
nOnumeric13 unique values
0 missing
Psi_i_snumeric25 unique values
0 missing
P_VSA_LogP_4numeric22 unique values
0 missing
SpMax5_Bh.v.numeric25 unique values
0 missing
SpMax6_Bh.v.numeric26 unique values
0 missing
SpMin5_Bh.i.numeric24 unique values
0 missing
TPSA.NO.numeric22 unique values
0 missing
ZM1Kupnumeric25 unique values
0 missing
ZM2Kupnumeric25 unique values
0 missing
Eig09_AEA.bo.numeric19 unique values
0 missing
Eig09_AEA.ri.numeric18 unique values
0 missing
Eig09_EAnumeric18 unique values
0 missing
Eig09_EA.ri.numeric18 unique values
0 missing
Eig10_EA.ed.numeric21 unique values
0 missing
MPC04numeric21 unique values
0 missing
MWC03numeric22 unique values
0 missing
MWC04numeric22 unique values
0 missing
MWC05numeric22 unique values
0 missing
MWC06numeric22 unique values
0 missing
MWC07numeric22 unique values
0 missing
piPC02numeric21 unique values
0 missing
Polnumeric18 unique values
0 missing
Qindexnumeric17 unique values
0 missing
SM02_AEA.bo.numeric21 unique values
0 missing
SM02_EA.bo.numeric21 unique values
0 missing
SM02_EA.ed.numeric22 unique values
0 missing
SM02_EA.ri.numeric21 unique values
0 missing
SM03_AEA.bo.numeric22 unique values
0 missing
SM03_AEA.dm.numeric18 unique values
0 missing
SM04_EA.ri.numeric22 unique values
0 missing
SM05_AEA.ri.numeric21 unique values
0 missing
SpMax4_Bh.p.numeric25 unique values
0 missing
SRW06numeric22 unique values
0 missing
SRW08numeric22 unique values
0 missing
X4numeric22 unique values
0 missing
ZM2numeric22 unique values
0 missing
ATSC1enumeric24 unique values
0 missing
ATSC8pnumeric26 unique values
0 missing
CATS2D_04_AAnumeric9 unique values
0 missing
SpMax5_Bh.p.numeric25 unique values
0 missing
SpMin5_Bh.e.numeric25 unique values
0 missing
piPC08numeric22 unique values
0 missing
SaaCHnumeric26 unique values
0 missing
ATS8mnumeric26 unique values
0 missing
X2solnumeric23 unique values
0 missing
XMODnumeric25 unique values
0 missing
ATS7snumeric26 unique values
0 missing
ATSC2snumeric26 unique values
0 missing
ATSC3enumeric26 unique values
0 missing
ATSC4snumeric26 unique values
0 missing
ATSC5enumeric26 unique values
0 missing
ATSC5snumeric26 unique values
0 missing
CATS2D_04_NNnumeric5 unique values
0 missing
CMC.80numeric2 unique values
0 missing
DELSnumeric26 unique values
0 missing
DLS_01numeric4 unique values
0 missing
Eig02_EA.ri.numeric20 unique values
0 missing
Eig03_AEA.ed.numeric20 unique values
0 missing
Eig03_EA.ed.numeric20 unique values
0 missing
Eig04_EA.ri.numeric22 unique values
0 missing
Eig05_EA.bo.numeric22 unique values
0 missing
GMTIVnumeric24 unique values
0 missing
NdOnumeric9 unique values
0 missing
O.058numeric8 unique values
0 missing
P_VSA_e_5numeric21 unique values
0 missing
P_VSA_m_3numeric21 unique values
0 missing
P_VSA_p_2numeric22 unique values
0 missing
P_VSA_v_2numeric22 unique values
0 missing
SAaccnumeric22 unique values
0 missing
SdOnumeric23 unique values
0 missing
SM03_AEA.ed.numeric21 unique values
0 missing
SM03_EA.ri.numeric22 unique values
0 missing
SM04_AEA.bo.numeric22 unique values
0 missing
SM04_EAnumeric21 unique values
0 missing
SM05_EA.ri.numeric22 unique values
0 missing
SM12_AEA.dm.numeric20 unique values
0 missing
SM15_AEA.ri.numeric22 unique values
0 missing
SpMax4_Bh.s.numeric20 unique values
0 missing
SpMax6_Bh.s.numeric21 unique values
0 missing
SpMax7_Bh.s.numeric22 unique values
0 missing
SpMax8_Bh.s.numeric20 unique values
0 missing
TIEnumeric26 unique values
0 missing
ATSC6enumeric25 unique values
0 missing
ATSC6snumeric26 unique values
0 missing
MPC06numeric18 unique values
0 missing
MPC08numeric21 unique values
0 missing
MPC09numeric22 unique values
0 missing
MPC10numeric21 unique values
0 missing
MATS6inumeric24 unique values
0 missing
ATSC5mnumeric26 unique values
0 missing
MATS6pnumeric26 unique values
0 missing
nPO4numeric6 unique values
0 missing
NssOnumeric9 unique values
0 missing
O.059numeric6 unique values
0 missing
P.117numeric6 unique values
0 missing
SpMin5_Bh.s.numeric25 unique values
0 missing
ATS5snumeric26 unique values
0 missing
ATS8snumeric26 unique values
0 missing
ATSC1pnumeric25 unique values
0 missing
ATSC2pnumeric25 unique values
0 missing
DBInumeric20 unique values
0 missing
Eig01_AEA.ed.numeric17 unique values
0 missing
Eig01_AEA.ri.numeric19 unique values
0 missing
Eig01_EAnumeric18 unique values
0 missing
Eig01_EA.ed.numeric18 unique values
0 missing
Eig04_EA.bo.numeric22 unique values
0 missing
Eig05_AEA.bo.numeric22 unique values
0 missing
Eig05_AEA.dm.numeric21 unique values
0 missing
Eig05_EAnumeric22 unique values
0 missing
Eta_F_Anumeric26 unique values
0 missing
GGI7numeric22 unique values
0 missing
GGI8numeric22 unique values
0 missing
GGI9numeric21 unique values
0 missing
P_VSA_LogP_3numeric21 unique values
0 missing
SM04_EA.bo.numeric22 unique values
0 missing
SM06_EA.ed.numeric21 unique values
0 missing
SM07_EA.ed.numeric21 unique values
0 missing
SM08_EA.ed.numeric22 unique values
0 missing
SM09_AEA.bo.numeric18 unique values
0 missing
SM09_AEA.ed.numeric22 unique values
0 missing
SM09_EA.ed.numeric21 unique values
0 missing
SM10_AEA.dm.numeric18 unique values
0 missing
SM10_AEA.ed.numeric21 unique values
0 missing
SM10_EA.ed.numeric20 unique values
0 missing
SM11_AEA.ed.numeric21 unique values
0 missing
SM11_EA.ed.numeric21 unique values
0 missing
SM12_AEA.ed.numeric21 unique values
0 missing
SM12_EA.ed.numeric21 unique values
0 missing
SM13_AEA.bo.numeric22 unique values
0 missing
SM13_AEA.ed.numeric21 unique values
0 missing
SM13_EAnumeric22 unique values
0 missing
SM13_EA.ed.numeric20 unique values
0 missing
SM14_AEA.ed.numeric21 unique values
0 missing
SM14_AEA.ri.numeric22 unique values
0 missing
SM14_EAnumeric22 unique values
0 missing
SM14_EA.ed.numeric20 unique values
0 missing
SM15_AEA.ed.numeric21 unique values
0 missing
SM15_EAnumeric22 unique values
0 missing
SM15_EA.ed.numeric20 unique values
0 missing
SpDiam_EAnumeric18 unique values
0 missing
SpDiam_EA.ed.numeric20 unique values
0 missing
SpMax2_Bh.m.numeric22 unique values
0 missing
SpMax4_Bh.m.numeric23 unique values
0 missing
SpMax_AEA.ed.numeric17 unique values
0 missing
SpMax_AEA.ri.numeric19 unique values
0 missing
SpMax_EAnumeric18 unique values
0 missing
SpMax_EA.ed.numeric18 unique values
0 missing
X1vnumeric25 unique values
0 missing
X2vnumeric26 unique values
0 missing
X4solnumeric24 unique values
0 missing
ATS1mnumeric24 unique values
0 missing
ATS1snumeric25 unique values
0 missing
ATS2mnumeric24 unique values
0 missing
ATS3mnumeric26 unique values
0 missing
ATS3snumeric26 unique values
0 missing
ATS4mnumeric26 unique values
0 missing
ATS5mnumeric25 unique values
0 missing
ATSC1snumeric25 unique values
0 missing
ATSC3snumeric26 unique values
0 missing
BACnumeric19 unique values
0 missing
CATS2D_01_DNnumeric7 unique values
0 missing
CATS2D_05_ANnumeric6 unique values
0 missing
CATS2D_05_DNnumeric7 unique values
0 missing
CATS2D_06_AAnumeric10 unique values
0 missing
DLS_03numeric5 unique values
0 missing
DLS_04numeric8 unique values
0 missing
DLS_06numeric5 unique values
0 missing
DLS_consnumeric18 unique values
0 missing
Eig02_AEA.bo.numeric19 unique values
0 missing
Eig02_AEA.ed.numeric19 unique values
0 missing
Eig02_AEA.ri.numeric22 unique values
0 missing
Eig02_EAnumeric21 unique values
0 missing
Eig02_EA.bo.numeric16 unique values
0 missing
Eig02_EA.ed.numeric19 unique values
0 missing
Eig03_AEA.bo.numeric18 unique values
0 missing
Eig03_AEA.ri.numeric17 unique values
0 missing
Eig03_EAnumeric16 unique values
0 missing
Eig03_EA.bo.numeric20 unique values
0 missing
Eig03_EA.ri.numeric18 unique values
0 missing
Eig04_AEA.bo.numeric22 unique values
0 missing
Eig04_AEA.dm.numeric20 unique values
0 missing
Eig04_AEA.ed.numeric22 unique values
0 missing
Eig04_AEA.ri.numeric22 unique values
0 missing
Eig04_EAnumeric20 unique values
0 missing
Eig04_EA.ed.numeric22 unique values
0 missing
Eig05_AEA.ed.numeric21 unique values
0 missing
Eig05_AEA.ri.numeric21 unique values
0 missing
Eig05_EA.ed.numeric21 unique values
0 missing
Eig05_EA.ri.numeric21 unique values
0 missing
Eig06_AEA.bo.numeric22 unique values
0 missing
Eig06_AEA.ed.numeric18 unique values
0 missing
Eig06_EA.bo.numeric20 unique values
0 missing
Eig06_EA.ed.numeric18 unique values
0 missing
Eig08_AEA.ed.numeric21 unique values
0 missing
Eig08_EA.ed.numeric21 unique values
0 missing
Eig09_EA.ed.numeric19 unique values
0 missing
Eta_Bnumeric21 unique values
0 missing

62 properties

26
Number of instances (rows) of the dataset.
316
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.
315
Number of numeric attributes.
1
Number of nominal attributes.
3.19
Maximum skewness among attributes of the numeric type.
0.07
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
1.18
Third quartile of skewness among attributes of the numeric type.
197983.16
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
-0.91
First quartile of kurtosis among attributes of the numeric type.
3.11
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.
3.4
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
0.55
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.
582.06
Mean of means among attributes of the numeric type.
0.19
First quartile of skewness among attributes of the numeric type.
Average mutual information between the nominal attributes and the target attribute.
0.46
First quartile of standard deviation of attributes of the numeric type.
-0.18
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.
0.01
Second quartile (Median) of kurtosis among attributes of the numeric type.
12.15
Number of attributes divided by the number of instances.
0.77
Mean skewness among attributes of the numeric type.
6.25
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.
927.41
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.
0.72
Second quartile (Median) of skewness among attributes of the numeric type.
Maximum entropy among attributes.
-1.95
Minimum kurtosis among attributes of the numeric type.
0
Percentage of binary attributes.
0.77
Second quartile (Median) of standard deviation of attributes of the numeric type.
11.61
Maximum kurtosis among attributes of the numeric type.
-7.65
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
115863.38
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.
1.15
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.
99.68
Percentage of numeric attributes.
14.73
Third quartile of means among attributes of the numeric type.
The maximum number of distinct values among attributes of the nominal type.
-1.15
Minimum skewness among attributes of the numeric type.
0.32
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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