Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL5464

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL5464

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: CHEMBL5464 (TID: 100990), and it has 81 rows and 326 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.

328 features

pXC50 (target)numeric21 unique values
0 missing
molecule_id (row identifier)nominal81 unique values
0 missing
Chi1_EAnumeric80 unique values
0 missing
JGI3numeric35 unique values
0 missing
Chi1_EA.bo.numeric81 unique values
0 missing
AACnumeric75 unique values
0 missing
Chi1_EA.dm.numeric80 unique values
0 missing
AECCnumeric80 unique values
0 missing
Chi1_EA.ed.numeric81 unique values
0 missing
ALOGPnumeric81 unique values
0 missing
Chi1_EA.ri.numeric81 unique values
0 missing
ALOGP2numeric81 unique values
0 missing
CIC0numeric78 unique values
0 missing
AMRnumeric81 unique values
0 missing
CIC1numeric79 unique values
0 missing
AMWnumeric77 unique values
0 missing
CIC2numeric76 unique values
0 missing
ARRnumeric64 unique values
0 missing
CIC3numeric79 unique values
0 missing
ATS1enumeric78 unique values
0 missing
CIC4numeric76 unique values
0 missing
ATS1inumeric76 unique values
0 missing
CIC5numeric75 unique values
0 missing
ATS1mnumeric76 unique values
0 missing
CIDnumeric77 unique values
0 missing
ATS1pnumeric76 unique values
0 missing
Cl.089numeric3 unique values
0 missing
ATS1snumeric76 unique values
0 missing
CMC.50numeric2 unique values
0 missing
ATS1vnumeric75 unique values
0 missing
CMC.80numeric2 unique values
0 missing
ATS2enumeric74 unique values
0 missing
cRo5numeric2 unique values
0 missing
ATS2inumeric78 unique values
0 missing
CSInumeric80 unique values
0 missing
ATS2mnumeric79 unique values
0 missing
DBInumeric34 unique values
0 missing
ATS2pnumeric77 unique values
0 missing
D.Dtr03numeric4 unique values
0 missing
ATS2snumeric81 unique values
0 missing
D.Dtr05numeric58 unique values
0 missing
ATS2vnumeric80 unique values
0 missing
D.Dtr06numeric81 unique values
0 missing
ATS3enumeric80 unique values
0 missing
D.Dtr07numeric6 unique values
0 missing
ATS3inumeric77 unique values
0 missing
D.Dtr08numeric3 unique values
0 missing
ATS3mnumeric77 unique values
0 missing
D.Dtr09numeric40 unique values
0 missing
ATS3pnumeric78 unique values
0 missing
D.Dtr10numeric31 unique values
0 missing
ATS3snumeric75 unique values
0 missing
D.Dtr11numeric6 unique values
0 missing
ATS3vnumeric78 unique values
0 missing
D.Dtr12numeric6 unique values
0 missing
ATS4enumeric78 unique values
0 missing
DECCnumeric79 unique values
0 missing
ATS4inumeric81 unique values
0 missing
DELSnumeric81 unique values
0 missing
ATS4mnumeric76 unique values
0 missing
Depressant.50numeric2 unique values
0 missing
ATS4pnumeric77 unique values
0 missing
Depressant.80numeric2 unique values
0 missing
ATS4snumeric79 unique values
0 missing
DLS_01numeric3 unique values
0 missing
ATS4vnumeric80 unique values
0 missing
DLS_02numeric5 unique values
0 missing
ATS5enumeric79 unique values
0 missing
DLS_03numeric3 unique values
0 missing
ATS5inumeric79 unique values
0 missing
DLS_04numeric8 unique values
0 missing
ATS5mnumeric79 unique values
0 missing
DLS_05numeric3 unique values
0 missing
ATS5pnumeric79 unique values
0 missing
DLS_06numeric3 unique values
0 missing
ATS5snumeric80 unique values
0 missing
DLS_07numeric2 unique values
0 missing
ATS5vnumeric79 unique values
0 missing
DLS_consnumeric24 unique values
0 missing
ATS6enumeric77 unique values
0 missing
Dznumeric62 unique values
0 missing
ATS6inumeric78 unique values
0 missing
ECCnumeric79 unique values
0 missing
ATS6mnumeric77 unique values
0 missing
Eig01_AEA.bo.numeric70 unique values
0 missing
ATS6pnumeric80 unique values
0 missing
Eig01_AEA.dm.numeric72 unique values
0 missing
ATS6snumeric78 unique values
0 missing
Eig01_AEA.ed.numeric73 unique values
0 missing
ATS6vnumeric78 unique values
0 missing
Eig01_AEA.ri.numeric73 unique values
0 missing
ATS7enumeric79 unique values
0 missing
Eig01_EAnumeric66 unique values
0 missing
ATS7inumeric78 unique values
0 missing
Eig01_EA.bo.numeric67 unique values
0 missing
ATS7mnumeric80 unique values
0 missing
Eig01_EA.dm.numeric34 unique values
0 missing
ATS7pnumeric80 unique values
0 missing
Eig01_EA.ed.numeric75 unique values
0 missing
ATS7snumeric79 unique values
0 missing
Eig01_EA.ri.numeric72 unique values
0 missing
ATS7vnumeric79 unique values
0 missing
Eig02_AEA.bo.numeric76 unique values
0 missing
ATS8enumeric78 unique values
0 missing
Eig02_AEA.dm.numeric78 unique values
0 missing
ATS8inumeric80 unique values
0 missing
Eig02_AEA.ed.numeric78 unique values
0 missing
ATS8mnumeric80 unique values
0 missing
Eig02_AEA.ri.numeric77 unique values
0 missing
ATS8pnumeric80 unique values
0 missing
Eig02_EAnumeric75 unique values
0 missing
ATS8snumeric79 unique values
0 missing
Eig02_EA.bo.numeric75 unique values
0 missing
ATS8vnumeric79 unique values
0 missing
Eig02_EA.dm.numeric27 unique values
0 missing
ATSC1enumeric71 unique values
0 missing
Eig02_EA.ed.numeric80 unique values
0 missing
ATSC1inumeric76 unique values
0 missing
Eig02_EA.ri.numeric74 unique values
0 missing
ATSC1mnumeric79 unique values
0 missing
Eig03_AEA.bo.numeric78 unique values
0 missing
ATSC1pnumeric80 unique values
0 missing
Eig03_AEA.dm.numeric79 unique values
0 missing
ATSC1snumeric81 unique values
0 missing
Eig03_AEA.ed.numeric77 unique values
0 missing
ATSC1vnumeric80 unique values
0 missing
Eig03_AEA.ri.numeric77 unique values
0 missing
ATSC2enumeric72 unique values
0 missing
Eig03_EAnumeric74 unique values
0 missing
ATSC2inumeric78 unique values
0 missing
Eig03_EA.bo.numeric76 unique values
0 missing
ATSC2mnumeric80 unique values
0 missing
Eig03_EA.dm.numeric16 unique values
0 missing
ATSC2pnumeric80 unique values
0 missing
Eig03_EA.ed.numeric81 unique values
0 missing
ATSC2snumeric81 unique values
0 missing
Eig03_EA.ri.numeric78 unique values
0 missing
ATSC2vnumeric81 unique values
0 missing
Eig04_AEA.bo.numeric76 unique values
0 missing
ATSC3enumeric78 unique values
0 missing
Eig04_AEA.dm.numeric79 unique values
0 missing
ATSC3inumeric79 unique values
0 missing
Eig04_AEA.ed.numeric79 unique values
0 missing
ATSC3mnumeric81 unique values
0 missing
ATSC3pnumeric81 unique values
0 missing
ATSC3snumeric81 unique values
0 missing
ATSC3vnumeric80 unique values
0 missing
ATSC4enumeric76 unique values
0 missing
ATSC4inumeric78 unique values
0 missing
ATSC4mnumeric81 unique values
0 missing
ATSC4pnumeric81 unique values
0 missing
ATSC4snumeric81 unique values
0 missing
ATSC4vnumeric81 unique values
0 missing
ATSC5enumeric80 unique values
0 missing
ATSC5inumeric80 unique values
0 missing
ATSC5mnumeric81 unique values
0 missing
ATSC5pnumeric81 unique values
0 missing
ATSC5snumeric81 unique values
0 missing
ATSC5vnumeric81 unique values
0 missing
ATSC6enumeric80 unique values
0 missing
ATSC6inumeric79 unique values
0 missing
ATSC6mnumeric81 unique values
0 missing
ATSC6pnumeric80 unique values
0 missing
ATSC6snumeric81 unique values
0 missing
ATSC6vnumeric81 unique values
0 missing
ATSC7enumeric79 unique values
0 missing
ATSC7inumeric79 unique values
0 missing
ATSC7mnumeric81 unique values
0 missing
ATSC7pnumeric80 unique values
0 missing
ATSC7snumeric81 unique values
0 missing
ATSC7vnumeric81 unique values
0 missing
ATSC8enumeric79 unique values
0 missing
ATSC8inumeric78 unique values
0 missing
ATSC8mnumeric81 unique values
0 missing
ATSC8pnumeric81 unique values
0 missing
ATSC8snumeric81 unique values
0 missing
ATSC8vnumeric81 unique values
0 missing
BACnumeric36 unique values
0 missing
BBInumeric38 unique values
0 missing
BIC0numeric54 unique values
0 missing
BIC1numeric66 unique values
0 missing
BIC2numeric66 unique values
0 missing
BIC3numeric62 unique values
0 missing
BIC4numeric58 unique values
0 missing
BIC5numeric58 unique values
0 missing
BIDnumeric47 unique values
0 missing
BLInumeric63 unique values
0 missing
BLTA96numeric73 unique values
0 missing
BLTD48numeric68 unique values
0 missing
BLTF96numeric69 unique values
0 missing
Br.094numeric2 unique values
0 missing
C.numeric68 unique values
0 missing
C.001numeric5 unique values
0 missing
C.002numeric8 unique values
0 missing
C.003numeric2 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_LLnumeric16 unique values
0 missing
CATS2D_01_NLnumeric2 unique values
0 missing
CATS2D_02_AAnumeric6 unique values
0 missing
CATS2D_02_ALnumeric14 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_ALnumeric14 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_LLnumeric19 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_LLnumeric17 unique values
0 missing
CATS2D_07_PLnumeric5 unique values
0 missing
CATS2D_08_AAnumeric5 unique values
0 missing
CATS2D_08_ALnumeric13 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_LLnumeric15 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_APnumeric2 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_LLnumeric13 unique values
0 missing
CATS2D_09_NLnumeric2 unique values
0 missing
CATS2D_09_PLnumeric4 unique values
0 missing
CENTnumeric80 unique values
0 missing
Chi0_AEA.bo.numeric81 unique values
0 missing
Chi0_AEA.dm.numeric81 unique values
0 missing
Chi0_AEA.ed.numeric81 unique values
0 missing
Chi0_AEA.ri.numeric81 unique values
0 missing
Chi0_EAnumeric81 unique values
0 missing
Chi0_EA.bo.numeric81 unique values
0 missing
Chi0_EA.dm.numeric80 unique values
0 missing
Chi0_EA.ed.numeric81 unique values
0 missing
Chi0_EA.ri.numeric81 unique values
0 missing
Chi1_AEA.bo.numeric80 unique values
0 missing
Chi1_AEA.dm.numeric80 unique values
0 missing
Chi1_AEA.ed.numeric80 unique values
0 missing
Chi1_AEA.ri.numeric80 unique values
0 missing

62 properties

81
Number of instances (rows) of the dataset.
328
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.
327
Number of numeric attributes.
1
Number of nominal attributes.
0.54
Second quartile (Median) of kurtosis among attributes of the numeric type.
4.05
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
3.13
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.
1.51
Mean skewness among attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Percentage of instances belonging to the most frequent class.
9.13
Mean standard deviation of attributes of the numeric type.
0.77
Second quartile (Median) of skewness among attributes of the numeric type.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
0
Percentage of binary attributes.
0.44
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-2
Minimum 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.
81
Maximum kurtosis among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of missing values.
4.19
Third quartile of kurtosis among attributes of the numeric type.
1904.05
Maximum of means among attributes of the numeric type.
The minimal number of distinct values among attributes of the nominal type.
99.7
Percentage of numeric attributes.
6.06
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
-9
Minimum skewness among attributes of the numeric type.
0.3
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
The maximum number of distinct values among attributes of the nominal type.
0.01
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
1.83
Third quartile of skewness among attributes of the numeric type.
9
Maximum skewness among attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
-0.27
First quartile of kurtosis among attributes of the numeric type.
2.98
Third quartile of standard deviation of attributes of the numeric type.
1033.77
Maximum standard deviation of attributes of the numeric type.
Number of instances belonging to the least frequent class.
0.43
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
Average entropy of the attributes.
0
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
7.43
Mean kurtosis among attributes of the numeric type.
0.16
First quartile of skewness among attributes of the numeric type.
18.05
Mean of means among attributes of the numeric type.
0.25
First quartile of standard deviation of attributes of the numeric type.
0.44
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
Second quartile (Median) of entropy among 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.

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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