Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL3906

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL3906

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: CHEMBL3906 (TID: 11843), and it has 84 rows and 325 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.

327 features

pXC50 (target)numeric25 unique values
0 missing
molecule_id (row identifier)nominal84 unique values
0 missing
Chi1_EAnumeric83 unique values
0 missing
Rbridnumeric8 unique values
0 missing
Chi1_EA.bo.numeric84 unique values
0 missing
AACnumeric75 unique values
0 missing
Chi1_EA.dm.numeric83 unique values
0 missing
AECCnumeric84 unique values
0 missing
Chi1_EA.ed.numeric84 unique values
0 missing
ALOGPnumeric83 unique values
0 missing
Chi1_EA.ri.numeric84 unique values
0 missing
ALOGP2numeric84 unique values
0 missing
CIC0numeric80 unique values
0 missing
AMRnumeric84 unique values
0 missing
CIC1numeric82 unique values
0 missing
AMWnumeric79 unique values
0 missing
CIC2numeric79 unique values
0 missing
ARRnumeric67 unique values
0 missing
CIC3numeric81 unique values
0 missing
ATS1enumeric79 unique values
0 missing
CIC4numeric80 unique values
0 missing
ATS1inumeric78 unique values
0 missing
CIC5numeric79 unique values
0 missing
ATS1mnumeric78 unique values
0 missing
CIDnumeric78 unique values
0 missing
ATS1pnumeric78 unique values
0 missing
Cl.089numeric3 unique values
0 missing
ATS1snumeric79 unique values
0 missing
CMC.50numeric2 unique values
0 missing
ATS1vnumeric77 unique values
0 missing
CMC.80numeric2 unique values
0 missing
ATS2enumeric77 unique values
0 missing
cRo5numeric2 unique values
0 missing
ATS2inumeric81 unique values
0 missing
CSInumeric83 unique values
0 missing
ATS2mnumeric81 unique values
0 missing
DBInumeric35 unique values
0 missing
ATS2pnumeric80 unique values
0 missing
D.Dtr03numeric5 unique values
0 missing
ATS2snumeric84 unique values
0 missing
D.Dtr05numeric60 unique values
0 missing
ATS2vnumeric83 unique values
0 missing
D.Dtr06numeric84 unique values
0 missing
ATS3enumeric82 unique values
0 missing
D.Dtr07numeric8 unique values
0 missing
ATS3inumeric80 unique values
0 missing
D.Dtr08numeric3 unique values
0 missing
ATS3mnumeric80 unique values
0 missing
D.Dtr09numeric41 unique values
0 missing
ATS3pnumeric80 unique values
0 missing
D.Dtr10numeric32 unique values
0 missing
ATS3snumeric78 unique values
0 missing
D.Dtr11numeric9 unique values
0 missing
ATS3vnumeric81 unique values
0 missing
D.Dtr12numeric6 unique values
0 missing
ATS4enumeric81 unique values
0 missing
DECCnumeric83 unique values
0 missing
ATS4inumeric83 unique values
0 missing
DELSnumeric84 unique values
0 missing
ATS4mnumeric79 unique values
0 missing
Depressant.50numeric2 unique values
0 missing
ATS4pnumeric79 unique values
0 missing
Depressant.80numeric2 unique values
0 missing
ATS4snumeric83 unique values
0 missing
DLS_01numeric3 unique values
0 missing
ATS4vnumeric82 unique values
0 missing
DLS_02numeric5 unique values
0 missing
ATS5enumeric82 unique values
0 missing
DLS_03numeric3 unique values
0 missing
ATS5inumeric82 unique values
0 missing
DLS_04numeric8 unique values
0 missing
ATS5mnumeric81 unique values
0 missing
DLS_05numeric3 unique values
0 missing
ATS5pnumeric82 unique values
0 missing
DLS_06numeric3 unique values
0 missing
ATS5snumeric81 unique values
0 missing
DLS_07numeric2 unique values
0 missing
ATS5vnumeric82 unique values
0 missing
DLS_consnumeric24 unique values
0 missing
ATS6enumeric80 unique values
0 missing
Dznumeric63 unique values
0 missing
ATS6inumeric81 unique values
0 missing
ECCnumeric82 unique values
0 missing
ATS6mnumeric80 unique values
0 missing
Eig01_AEA.bo.numeric73 unique values
0 missing
ATS6pnumeric82 unique values
0 missing
Eig01_AEA.dm.numeric74 unique values
0 missing
ATS6snumeric81 unique values
0 missing
Eig01_AEA.ed.numeric74 unique values
0 missing
ATS6vnumeric81 unique values
0 missing
Eig01_AEA.ri.numeric74 unique values
0 missing
ATS7enumeric82 unique values
0 missing
Eig01_EAnumeric70 unique values
0 missing
ATS7inumeric81 unique values
0 missing
Eig01_EA.bo.numeric70 unique values
0 missing
ATS7mnumeric83 unique values
0 missing
Eig01_EA.dm.numeric34 unique values
0 missing
ATS7pnumeric83 unique values
0 missing
Eig01_EA.ed.numeric77 unique values
0 missing
ATS7snumeric80 unique values
0 missing
Eig01_EA.ri.numeric74 unique values
0 missing
ATS7vnumeric82 unique values
0 missing
Eig02_AEA.bo.numeric78 unique values
0 missing
ATS8enumeric80 unique values
0 missing
Eig02_AEA.dm.numeric81 unique values
0 missing
ATS8inumeric83 unique values
0 missing
Eig02_AEA.ed.numeric80 unique values
0 missing
ATS8mnumeric82 unique values
0 missing
Eig02_AEA.ri.numeric79 unique values
0 missing
ATS8pnumeric83 unique values
0 missing
Eig02_EAnumeric78 unique values
0 missing
ATS8snumeric83 unique values
0 missing
Eig02_EA.bo.numeric78 unique values
0 missing
ATS8vnumeric82 unique values
0 missing
Eig02_EA.dm.numeric26 unique values
0 missing
ATSC1enumeric70 unique values
0 missing
Eig02_EA.ed.numeric82 unique values
0 missing
ATSC1inumeric76 unique values
0 missing
Eig02_EA.ri.numeric77 unique values
0 missing
ATSC1mnumeric81 unique values
0 missing
Eig03_AEA.bo.numeric81 unique values
0 missing
ATSC1pnumeric82 unique values
0 missing
Eig03_AEA.dm.numeric81 unique values
0 missing
ATSC1snumeric84 unique values
0 missing
Eig03_AEA.ed.numeric79 unique values
0 missing
ATSC1vnumeric82 unique values
0 missing
Eig03_AEA.ri.numeric80 unique values
0 missing
ATSC2enumeric76 unique values
0 missing
Eig03_EAnumeric77 unique values
0 missing
ATSC2inumeric81 unique values
0 missing
Eig03_EA.bo.numeric79 unique values
0 missing
ATSC2mnumeric83 unique values
0 missing
Eig03_EA.dm.numeric15 unique values
0 missing
ATSC2pnumeric83 unique values
0 missing
Eig03_EA.ed.numeric84 unique values
0 missing
ATSC2snumeric84 unique values
0 missing
Eig03_EA.ri.numeric80 unique values
0 missing
ATSC2vnumeric84 unique values
0 missing
Eig04_AEA.bo.numeric79 unique values
0 missing
ATSC3enumeric82 unique values
0 missing
Eig04_AEA.dm.numeric82 unique values
0 missing
ATSC3inumeric82 unique values
0 missing
ATSC3mnumeric84 unique values
0 missing
ATSC3pnumeric84 unique values
0 missing
ATSC3snumeric84 unique values
0 missing
ATSC3vnumeric83 unique values
0 missing
ATSC4enumeric79 unique values
0 missing
ATSC4inumeric81 unique values
0 missing
ATSC4mnumeric84 unique values
0 missing
ATSC4pnumeric84 unique values
0 missing
ATSC4snumeric84 unique values
0 missing
ATSC4vnumeric84 unique values
0 missing
ATSC5enumeric83 unique values
0 missing
ATSC5inumeric83 unique values
0 missing
ATSC5mnumeric84 unique values
0 missing
ATSC5pnumeric84 unique values
0 missing
ATSC5snumeric84 unique values
0 missing
ATSC5vnumeric84 unique values
0 missing
ATSC6enumeric83 unique values
0 missing
ATSC6inumeric81 unique values
0 missing
ATSC6mnumeric84 unique values
0 missing
ATSC6pnumeric83 unique values
0 missing
ATSC6snumeric84 unique values
0 missing
ATSC6vnumeric84 unique values
0 missing
ATSC7enumeric81 unique values
0 missing
ATSC7inumeric82 unique values
0 missing
ATSC7mnumeric84 unique values
0 missing
ATSC7pnumeric83 unique values
0 missing
ATSC7snumeric84 unique values
0 missing
ATSC7vnumeric84 unique values
0 missing
ATSC8enumeric83 unique values
0 missing
ATSC8inumeric81 unique values
0 missing
ATSC8mnumeric84 unique values
0 missing
ATSC8pnumeric84 unique values
0 missing
ATSC8snumeric84 unique values
0 missing
ATSC8vnumeric84 unique values
0 missing
BACnumeric36 unique values
0 missing
BBInumeric36 unique values
0 missing
BIC0numeric53 unique values
0 missing
BIC1numeric67 unique values
0 missing
BIC2numeric69 unique values
0 missing
BIC3numeric64 unique values
0 missing
BIC4numeric57 unique values
0 missing
BIC5numeric58 unique values
0 missing
BIDnumeric47 unique values
0 missing
BLInumeric65 unique values
0 missing
BLTA96numeric76 unique values
0 missing
BLTD48numeric71 unique values
0 missing
BLTF96numeric72 unique values
0 missing
Br.094numeric2 unique values
0 missing
C.numeric69 unique values
0 missing
C.001numeric5 unique values
0 missing
C.002numeric8 unique values
0 missing
C.003numeric3 unique values
0 missing
C.004numeric2 unique values
0 missing
C.005numeric5 unique values
0 missing
C.006numeric9 unique values
0 missing
C.007numeric2 unique values
0 missing
C.008numeric4 unique values
0 missing
C.009numeric3 unique values
0 missing
C.011numeric2 unique values
0 missing
C.012numeric2 unique values
0 missing
C.013numeric3 unique values
0 missing
C.015numeric2 unique values
0 missing
C.016numeric4 unique values
0 missing
C.017numeric3 unique values
0 missing
C.019numeric2 unique values
0 missing
C.021numeric2 unique values
0 missing
C.022numeric3 unique values
0 missing
C.024numeric14 unique values
0 missing
C.025numeric8 unique values
0 missing
C.026numeric8 unique values
0 missing
C.027numeric4 unique values
0 missing
C.028numeric4 unique values
0 missing
C.029numeric4 unique values
0 missing
C.030numeric2 unique values
0 missing
C.031numeric2 unique values
0 missing
C.032numeric2 unique values
0 missing
C.033numeric3 unique values
0 missing
C.034numeric5 unique values
0 missing
C.035numeric2 unique values
0 missing
C.039numeric2 unique values
0 missing
C.040numeric4 unique values
0 missing
C.041numeric2 unique values
0 missing
C.042numeric2 unique values
0 missing
C.043numeric2 unique values
0 missing
C.044numeric2 unique values
0 missing
CATS2D_00_DDnumeric3 unique values
0 missing
CATS2D_00_DPnumeric3 unique values
0 missing
CATS2D_00_PPnumeric3 unique values
0 missing
CATS2D_01_AAnumeric4 unique values
0 missing
CATS2D_01_ANnumeric2 unique values
0 missing
CATS2D_01_DAnumeric2 unique values
0 missing
CATS2D_01_DNnumeric2 unique values
0 missing
CATS2D_01_LLnumeric17 unique values
0 missing
CATS2D_01_NLnumeric2 unique values
0 missing
CATS2D_02_AAnumeric6 unique values
0 missing
CATS2D_02_ALnumeric13 unique values
0 missing
CATS2D_02_APnumeric5 unique values
0 missing
CATS2D_02_DAnumeric7 unique values
0 missing
CATS2D_02_DDnumeric2 unique values
0 missing
CATS2D_02_DLnumeric9 unique values
0 missing
CATS2D_02_LLnumeric17 unique values
0 missing
CATS2D_02_NLnumeric2 unique values
0 missing
CATS2D_02_PLnumeric3 unique values
0 missing
CATS2D_03_AAnumeric6 unique values
0 missing
CATS2D_03_ALnumeric15 unique values
0 missing
CATS2D_03_APnumeric3 unique values
0 missing
CATS2D_03_DAnumeric3 unique values
0 missing
CATS2D_03_DDnumeric2 unique values
0 missing
CATS2D_03_DLnumeric9 unique values
0 missing
CATS2D_03_DPnumeric2 unique values
0 missing
CATS2D_03_LLnumeric17 unique values
0 missing
CATS2D_03_NLnumeric2 unique values
0 missing
CATS2D_03_PLnumeric3 unique values
0 missing
CATS2D_04_AAnumeric6 unique values
0 missing
CATS2D_04_ALnumeric16 unique values
0 missing
CATS2D_04_APnumeric4 unique values
0 missing
CATS2D_04_DAnumeric5 unique values
0 missing
CATS2D_04_DDnumeric5 unique values
0 missing
CATS2D_04_DLnumeric10 unique values
0 missing
CATS2D_04_DPnumeric3 unique values
0 missing
CATS2D_04_LLnumeric17 unique values
0 missing
CATS2D_04_PLnumeric4 unique values
0 missing
CATS2D_04_PPnumeric2 unique values
0 missing
CATS2D_05_AAnumeric7 unique values
0 missing
CATS2D_05_ALnumeric17 unique values
0 missing
CATS2D_05_APnumeric2 unique values
0 missing
CATS2D_05_DAnumeric4 unique values
0 missing
CATS2D_05_DDnumeric3 unique values
0 missing
CATS2D_05_DLnumeric9 unique values
0 missing
CATS2D_05_DNnumeric2 unique values
0 missing
CATS2D_05_DPnumeric2 unique values
0 missing
CATS2D_05_LLnumeric18 unique values
0 missing
CATS2D_05_PLnumeric3 unique values
0 missing
CATS2D_06_AAnumeric6 unique values
0 missing
CATS2D_06_ALnumeric15 unique values
0 missing
CATS2D_06_APnumeric3 unique values
0 missing
CATS2D_06_DAnumeric5 unique values
0 missing
CATS2D_06_DDnumeric2 unique values
0 missing
CATS2D_06_DLnumeric12 unique values
0 missing
CATS2D_06_DPnumeric2 unique values
0 missing
CATS2D_06_LLnumeric20 unique values
0 missing
CATS2D_06_PLnumeric5 unique values
0 missing
CATS2D_07_AAnumeric7 unique values
0 missing
CATS2D_07_ALnumeric15 unique values
0 missing
CATS2D_07_ANnumeric2 unique values
0 missing
CATS2D_07_APnumeric3 unique values
0 missing
CATS2D_07_DAnumeric5 unique values
0 missing
CATS2D_07_DDnumeric2 unique values
0 missing
CATS2D_07_DLnumeric11 unique values
0 missing
CATS2D_07_DPnumeric2 unique values
0 missing
CATS2D_07_LLnumeric18 unique values
0 missing
CATS2D_07_PLnumeric5 unique values
0 missing
CATS2D_08_AAnumeric5 unique values
0 missing
CATS2D_08_ALnumeric14 unique values
0 missing
CATS2D_08_APnumeric3 unique values
0 missing
CATS2D_08_DAnumeric6 unique values
0 missing
CATS2D_08_DDnumeric3 unique values
0 missing
CATS2D_08_DLnumeric7 unique values
0 missing
CATS2D_08_DPnumeric2 unique values
0 missing
CATS2D_08_LLnumeric16 unique values
0 missing
CATS2D_08_PLnumeric6 unique values
0 missing
CATS2D_09_AAnumeric4 unique values
0 missing
CATS2D_09_ALnumeric13 unique values
0 missing
CATS2D_09_APnumeric3 unique values
0 missing
CATS2D_09_DAnumeric5 unique values
0 missing
CATS2D_09_DDnumeric3 unique values
0 missing
CATS2D_09_DLnumeric7 unique values
0 missing
CATS2D_09_DPnumeric3 unique values
0 missing
CATS2D_09_LLnumeric14 unique values
0 missing
CATS2D_09_NLnumeric2 unique values
0 missing
CATS2D_09_PLnumeric4 unique values
0 missing
CENTnumeric83 unique values
0 missing
Chi0_AEA.bo.numeric84 unique values
0 missing
Chi0_AEA.dm.numeric84 unique values
0 missing
Chi0_AEA.ed.numeric84 unique values
0 missing
Chi0_AEA.ri.numeric84 unique values
0 missing
Chi0_EAnumeric84 unique values
0 missing
Chi0_EA.bo.numeric84 unique values
0 missing
Chi0_EA.dm.numeric83 unique values
0 missing
Chi0_EA.ed.numeric84 unique values
0 missing
Chi0_EA.ri.numeric84 unique values
0 missing
Chi1_AEA.bo.numeric83 unique values
0 missing
Chi1_AEA.dm.numeric83 unique values
0 missing
Chi1_AEA.ed.numeric83 unique values
0 missing
Chi1_AEA.ri.numeric83 unique values
0 missing

62 properties

84
Number of instances (rows) of the dataset.
327
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.
326
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.
3.89
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
0.8
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.
1.45
Mean skewness among attributes of the numeric type.
3.2
Second quartile (Median) of means among attributes of the numeric type.
Percentage of instances belonging to the most frequent class.
9.1
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.
0.75
Second quartile (Median) of skewness among attributes of the numeric type.
Maximum entropy among attributes.
-2.01
Minimum kurtosis among attributes of the numeric type.
0
Percentage of binary attributes.
0.5
Second quartile (Median) of standard deviation of attributes of the numeric type.
84
Maximum kurtosis among attributes of the numeric type.
-4.06
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
1918.18
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.
5.78
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.
99.69
Percentage of numeric attributes.
6.12
Third quartile of means among attributes of the numeric type.
The maximum number of distinct values among attributes of the nominal type.
-9.17
Minimum skewness among attributes of the numeric type.
0.31
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
9.17
Maximum skewness among attributes of the numeric type.
0.03
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
1.89
Third quartile of skewness among attributes of the numeric type.
1010.71
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
-0.23
First quartile of kurtosis among attributes of the numeric type.
2.99
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.
0.5
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
8.05
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.
18.26
Mean of means among attributes of the numeric type.
0.15
First quartile of skewness among attributes of the numeric type.
0.51
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
0.25
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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