Data
QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122

QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122

deactivated ARFF Publicly available Visibility: public Uploaded 14-07-2016 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: CHEMBL1255122 (TID: 103533), and it has 12 rows and 660 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.

662 features

pXC50 (target)numeric12 unique values
0 missing
molecule_id (row identifier)nominal12 unique values
0 missing
CATS2D_04_LLnumeric6 unique values
0 missing
GATS1mnumeric12 unique values
0 missing
ATS4inumeric12 unique values
0 missing
CATS2D_04_NLnumeric3 unique values
0 missing
GATS1pnumeric11 unique values
0 missing
ATSC1mnumeric12 unique values
0 missing
CATS2D_04_PLnumeric3 unique values
0 missing
GATS1snumeric12 unique values
0 missing
ATSC1vnumeric12 unique values
0 missing
CATS2D_04_PNnumeric2 unique values
0 missing
GATS1vnumeric12 unique values
0 missing
ATSC2vnumeric11 unique values
0 missing
CATS2D_05_AAnumeric4 unique values
0 missing
GATS2enumeric11 unique values
0 missing
ATSC3pnumeric12 unique values
0 missing
CATS2D_05_ALnumeric6 unique values
0 missing
GATS2inumeric12 unique values
0 missing
ATSC3vnumeric12 unique values
0 missing
CATS2D_05_ANnumeric2 unique values
0 missing
GATS2pnumeric12 unique values
0 missing
ATSC4mnumeric12 unique values
0 missing
CATS2D_05_APnumeric3 unique values
0 missing
GATS2snumeric12 unique values
0 missing
ATSC4vnumeric12 unique values
0 missing
CATS2D_05_DAnumeric3 unique values
0 missing
GATS2vnumeric12 unique values
0 missing
ATSC5inumeric12 unique values
0 missing
CATS2D_05_DLnumeric4 unique values
0 missing
GATS3inumeric12 unique values
0 missing
ATSC5mnumeric12 unique values
0 missing
CATS2D_05_DNnumeric2 unique values
0 missing
GATS3pnumeric12 unique values
0 missing
ATSC5pnumeric12 unique values
0 missing
CATS2D_05_DPnumeric2 unique values
0 missing
GATS3vnumeric10 unique values
0 missing
ATSC5vnumeric12 unique values
0 missing
CATS2D_05_LLnumeric5 unique values
0 missing
GATS4enumeric12 unique values
0 missing
BIC4numeric11 unique values
0 missing
CATS2D_05_NLnumeric2 unique values
0 missing
GATS4mnumeric12 unique values
0 missing
BIC5numeric11 unique values
0 missing
CATS2D_05_PLnumeric2 unique values
0 missing
GATS4pnumeric12 unique values
0 missing
C.002numeric4 unique values
0 missing
CATS2D_06_AAnumeric5 unique values
0 missing
GATS4vnumeric12 unique values
0 missing
Eig03_EAnumeric12 unique values
0 missing
CATS2D_06_ALnumeric7 unique values
0 missing
GATS5enumeric12 unique values
0 missing
GATS3enumeric12 unique values
0 missing
CATS2D_06_ANnumeric3 unique values
0 missing
GATS5inumeric12 unique values
0 missing
GATS3mnumeric12 unique values
0 missing
CATS2D_06_APnumeric4 unique values
0 missing
GATS5mnumeric12 unique values
0 missing
GATS4inumeric12 unique values
0 missing
CATS2D_06_DAnumeric4 unique values
0 missing
GATS5pnumeric12 unique values
0 missing
GNarnumeric12 unique values
0 missing
CATS2D_06_DDnumeric3 unique values
0 missing
GATS5snumeric11 unique values
0 missing
HNarnumeric12 unique values
0 missing
CATS2D_06_DLnumeric4 unique values
0 missing
GATS5vnumeric12 unique values
0 missing
JGI5numeric9 unique values
0 missing
CATS2D_06_DNnumeric3 unique values
0 missing
GATS6enumeric11 unique values
0 missing
MATS1mnumeric11 unique values
0 missing
CATS2D_06_DPnumeric2 unique values
0 missing
GATS6inumeric12 unique values
0 missing
MATS2mnumeric11 unique values
0 missing
CATS2D_06_LLnumeric4 unique values
0 missing
GATS6mnumeric12 unique values
0 missing
MATS3enumeric12 unique values
0 missing
CATS2D_06_NLnumeric4 unique values
0 missing
GATS6pnumeric12 unique values
0 missing
MATS3snumeric12 unique values
0 missing
CATS2D_06_PLnumeric2 unique values
0 missing
GATS6snumeric12 unique values
0 missing
MATS8enumeric12 unique values
0 missing
CATS2D_06_PNnumeric2 unique values
0 missing
GATS6vnumeric12 unique values
0 missing
nHnumeric6 unique values
0 missing
CATS2D_07_AAnumeric6 unique values
0 missing
GATS7enumeric12 unique values
0 missing
NssCH2numeric6 unique values
0 missing
CATS2D_07_ALnumeric6 unique values
0 missing
GATS7inumeric12 unique values
0 missing
O.numeric11 unique values
0 missing
CATS2D_07_ANnumeric3 unique values
0 missing
GATS7mnumeric12 unique values
0 missing
P_VSA_MR_1numeric9 unique values
0 missing
CATS2D_07_APnumeric2 unique values
0 missing
GATS7pnumeric12 unique values
0 missing
PW3numeric11 unique values
0 missing
CATS2D_07_DAnumeric3 unique values
0 missing
GATS7snumeric12 unique values
0 missing
SaaNnumeric5 unique values
0 missing
CATS2D_07_DDnumeric3 unique values
0 missing
GATS7vnumeric12 unique values
0 missing
SM07_EA.ed.numeric12 unique values
0 missing
CATS2D_07_DLnumeric4 unique values
0 missing
GATS8enumeric12 unique values
0 missing
SM08_EA.ed.numeric12 unique values
0 missing
CATS2D_07_DPnumeric2 unique values
0 missing
GATS8inumeric12 unique values
0 missing
SM09_EA.ed.numeric12 unique values
0 missing
CATS2D_07_LLnumeric6 unique values
0 missing
GATS8mnumeric12 unique values
0 missing
SM10_EA.ed.numeric11 unique values
0 missing
CATS2D_07_NLnumeric4 unique values
0 missing
GATS8pnumeric10 unique values
0 missing
SM11_AEA.bo.numeric12 unique values
0 missing
CATS2D_07_PLnumeric2 unique values
0 missing
GATS8snumeric12 unique values
0 missing
SM11_EA.ed.numeric11 unique values
0 missing
CATS2D_08_AAnumeric3 unique values
0 missing
GATS8vnumeric12 unique values
0 missing
SM12_EAnumeric12 unique values
0 missing
CATS2D_08_ALnumeric8 unique values
0 missing
GGI1numeric7 unique values
0 missing
SM12_EA.ed.numeric12 unique values
0 missing
CATS2D_08_ANnumeric3 unique values
0 missing
GGI10numeric10 unique values
0 missing
SM13_EAnumeric12 unique values
0 missing
CATS2D_08_APnumeric2 unique values
0 missing
GGI2numeric10 unique values
0 missing
SM14_EAnumeric12 unique values
0 missing
CATS2D_08_DAnumeric2 unique values
0 missing
GGI3numeric9 unique values
0 missing
SM15_AEA.ed.numeric12 unique values
0 missing
CATS2D_08_DLnumeric5 unique values
0 missing
GGI4numeric12 unique values
0 missing
SM15_EAnumeric12 unique values
0 missing
CATS2D_08_DNnumeric2 unique values
0 missing
GGI5numeric12 unique values
0 missing
SpMAD_AEA.dm.numeric10 unique values
0 missing
CATS2D_08_LLnumeric4 unique values
0 missing
GGI6numeric12 unique values
0 missing
SpMAD_EA.ed.numeric12 unique values
0 missing
CATS2D_08_NLnumeric2 unique values
0 missing
GGI7numeric12 unique values
0 missing
SpMin6_Bh.i.numeric11 unique values
0 missing
CATS2D_08_PLnumeric2 unique values
0 missing
GGI8numeric11 unique values
0 missing
SpMin7_Bh.e.numeric9 unique values
0 missing
CATS2D_08_PNnumeric2 unique values
0 missing
GGI9numeric11 unique values
0 missing
SpMin7_Bh.v.numeric12 unique values
0 missing
CATS2D_09_AAnumeric4 unique values
0 missing
GMTInumeric12 unique values
0 missing
SpMin8_Bh.e.numeric11 unique values
0 missing
CATS2D_09_ALnumeric6 unique values
0 missing
GMTIVnumeric12 unique values
0 missing
SssCH2numeric12 unique values
0 missing
CATS2D_09_ANnumeric4 unique values
0 missing
H.numeric11 unique values
0 missing
X0Anumeric11 unique values
0 missing
CATS2D_09_APnumeric5 unique values
0 missing
H.046numeric3 unique values
0 missing
X3vnumeric12 unique values
0 missing
CATS2D_09_DAnumeric5 unique values
0 missing
H.047numeric7 unique values
0 missing
GATS2mnumeric12 unique values
0 missing
CATS2D_09_DDnumeric2 unique values
0 missing
H.048numeric3 unique values
0 missing
GATS4snumeric12 unique values
0 missing
CATS2D_09_DLnumeric5 unique values
0 missing
H.049numeric3 unique values
0 missing
Psi_e_Anumeric11 unique values
0 missing
CATS2D_09_DPnumeric2 unique values
0 missing
H.050numeric4 unique values
0 missing
Psi_i_Anumeric11 unique values
0 missing
CATS2D_09_LLnumeric5 unique values
0 missing
H.051numeric5 unique values
0 missing
SpMAD_AEA.ri.numeric10 unique values
0 missing
CATS2D_09_NLnumeric3 unique values
0 missing
H.052numeric4 unique values
0 missing
ATS3inumeric12 unique values
0 missing
CATS2D_09_PLnumeric2 unique values
0 missing
H.053numeric3 unique values
0 missing
ATSC3inumeric12 unique values
0 missing
CENTnumeric12 unique values
0 missing
HDcpxnumeric12 unique values
0 missing
X2vnumeric12 unique values
0 missing
Chi0_AEA.bo.numeric12 unique values
0 missing
HVcpxnumeric12 unique values
0 missing
ATS3pnumeric12 unique values
0 missing
Chi0_AEA.dm.numeric12 unique values
0 missing
Hynumeric12 unique values
0 missing
Eig03_AEA.ri.numeric12 unique values
0 missing
Chi0_AEA.ed.numeric12 unique values
0 missing
Hypertens.50numeric2 unique values
0 missing
SM08_EA.ri.numeric12 unique values
0 missing
Chi0_AEA.ri.numeric12 unique values
0 missing
Hypertens.80numeric2 unique values
0 missing
SpMin4_Bh.v.numeric12 unique values
0 missing
Chi0_EAnumeric12 unique values
0 missing
Hypnotic.80numeric2 unique values
0 missing
ATSC3mnumeric12 unique values
0 missing
Chi0_EA.bo.numeric12 unique values
0 missing
IACnumeric12 unique values
0 missing
BIC0numeric11 unique values
0 missing
Chi0_EA.dm.numeric12 unique values
0 missing
IC0numeric12 unique values
0 missing
GATS3snumeric12 unique values
0 missing
Chi0_EA.ed.numeric12 unique values
0 missing
IC1numeric12 unique values
0 missing
NsCH3numeric4 unique values
0 missing
Chi0_EA.ri.numeric12 unique values
0 missing
IC2numeric12 unique values
0 missing
P_VSA_e_1numeric9 unique values
0 missing
Chi1_AEA.bo.numeric12 unique values
0 missing
IC3numeric12 unique values
0 missing
P_VSA_LogP_1numeric7 unique values
0 missing
Chi1_AEA.dm.numeric12 unique values
0 missing
IC4numeric12 unique values
0 missing
P_VSA_m_1numeric9 unique values
0 missing
Chi1_AEA.ed.numeric12 unique values
0 missing
IC5numeric12 unique values
0 missing
P_VSA_p_1numeric9 unique values
0 missing
Chi1_AEA.ri.numeric12 unique values
0 missing
ICRnumeric12 unique values
0 missing
P_VSA_s_2numeric9 unique values
0 missing
Chi1_EAnumeric12 unique values
0 missing
IDDEnumeric12 unique values
0 missing
P_VSA_v_1numeric9 unique values
0 missing
Chi1_EA.bo.numeric12 unique values
0 missing
IDDMnumeric12 unique values
0 missing
RBFnumeric11 unique values
0 missing
Chi1_EA.dm.numeric12 unique values
0 missing
IDEnumeric12 unique values
0 missing
SIC0numeric10 unique values
0 missing
Chi1_EA.ed.numeric12 unique values
0 missing
IDETnumeric12 unique values
0 missing
SpMAD_EAnumeric11 unique values
0 missing
Chi1_EA.ri.numeric12 unique values
0 missing
IDMnumeric12 unique values
0 missing
SpMin3_Bh.m.numeric11 unique values
0 missing
CIC1numeric12 unique values
0 missing
IDMTnumeric12 unique values
0 missing
SsCH3numeric12 unique values
0 missing
CIC2numeric12 unique values
0 missing
Infective.50numeric2 unique values
0 missing
SsssCHnumeric12 unique values
0 missing
CIC3numeric12 unique values
0 missing
Infective.80numeric2 unique values
0 missing
X1Anumeric11 unique values
0 missing
CIC4numeric12 unique values
0 missing
ISIZnumeric10 unique values
0 missing
SpMin3_Bh.s.numeric12 unique values
0 missing
CIC5numeric12 unique values
0 missing
IVDEnumeric12 unique values
0 missing
ATS2pnumeric12 unique values
0 missing
CIDnumeric12 unique values
0 missing
IVDMnumeric12 unique values
0 missing
ATS3enumeric12 unique values
0 missing
CMC.50numeric2 unique values
0 missing
JGI1numeric10 unique values
0 missing
ATS3vnumeric12 unique values
0 missing
CMC.80numeric2 unique values
0 missing
JGI10numeric4 unique values
0 missing
ATS4enumeric12 unique values
0 missing
cRo5numeric2 unique values
0 missing
JGI2numeric10 unique values
0 missing
ATSC6vnumeric12 unique values
0 missing
CSInumeric12 unique values
0 missing
JGI3numeric12 unique values
0 missing
CIC0numeric12 unique values
0 missing
DBInumeric9 unique values
0 missing
JGI4numeric11 unique values
0 missing
Eig03_EA.ri.numeric11 unique values
0 missing
D.Dtr04numeric12 unique values
0 missing
JGI6numeric10 unique values
0 missing
Eig04_AEA.ed.numeric12 unique values
0 missing
D.Dtr05numeric12 unique values
0 missing
JGI7numeric5 unique values
0 missing
Eig04_EA.ed.numeric12 unique values
0 missing
D.Dtr06numeric11 unique values
0 missing
JGI8numeric7 unique values
0 missing
Eig04_EA.ri.numeric12 unique values
0 missing
D.Dtr07numeric5 unique values
0 missing
JGI9numeric6 unique values
0 missing
Eig05_EA.ed.numeric12 unique values
0 missing
D.Dtr08numeric9 unique values
0 missing
JGTnumeric12 unique values
0 missing
Eta_Bnumeric12 unique values
0 missing
D.Dtr09numeric2 unique values
0 missing
LLS_01numeric2 unique values
0 missing
Eta_C_Anumeric11 unique values
0 missing
DECCnumeric12 unique values
0 missing
LLS_02numeric4 unique values
0 missing
MATS6enumeric12 unique values
0 missing
DELSnumeric12 unique values
0 missing
LOCnumeric12 unique values
0 missing
SM03_EA.ri.numeric12 unique values
0 missing
DLS_01numeric3 unique values
0 missing
LPRSnumeric12 unique values
0 missing
SM04_EA.ed.numeric12 unique values
0 missing
DLS_02numeric4 unique values
0 missing
MATS1enumeric12 unique values
0 missing
SM04_EA.ri.numeric12 unique values
0 missing
DLS_03numeric4 unique values
0 missing
MATS1inumeric12 unique values
0 missing
SM07_AEA.ed.numeric12 unique values
0 missing
DLS_04numeric5 unique values
0 missing
MATS1pnumeric12 unique values
0 missing
SM07_EA.ri.numeric12 unique values
0 missing
DLS_05numeric3 unique values
0 missing
MATS1snumeric12 unique values
0 missing
SM13_AEA.dm.numeric12 unique values
0 missing
DLS_06numeric4 unique values
0 missing
MATS1vnumeric12 unique values
0 missing
SM14_AEA.dm.numeric12 unique values
0 missing
DLS_07numeric2 unique values
0 missing
MATS2enumeric11 unique values
0 missing
SpMin4_Bh.p.numeric12 unique values
0 missing
DLS_consnumeric8 unique values
0 missing
MATS2inumeric12 unique values
0 missing
SM09_EA.ri.numeric12 unique values
0 missing
Dznumeric12 unique values
0 missing
MATS2pnumeric11 unique values
0 missing
AACnumeric12 unique values
0 missing
ECCnumeric12 unique values
0 missing
MATS2snumeric12 unique values
0 missing
AECCnumeric12 unique values
0 missing
Eig01_AEA.bo.numeric9 unique values
0 missing
MATS2vnumeric11 unique values
0 missing
ALOGPnumeric12 unique values
0 missing
Eig01_AEA.dm.numeric7 unique values
0 missing
MATS3inumeric12 unique values
0 missing
ALOGP2numeric12 unique values
0 missing
Eig01_AEA.ed.numeric8 unique values
0 missing
MATS3mnumeric11 unique values
0 missing
AMRnumeric12 unique values
0 missing
Eig01_AEA.ri.numeric8 unique values
0 missing
MATS3pnumeric12 unique values
0 missing
AMWnumeric12 unique values
0 missing
Eig01_EAnumeric9 unique values
0 missing
MATS3vnumeric11 unique values
0 missing
ARRnumeric11 unique values
0 missing
Eig01_EA.bo.numeric12 unique values
0 missing
MATS4enumeric12 unique values
0 missing
ATS1enumeric12 unique values
0 missing
Eig01_EA.dm.numeric4 unique values
0 missing
MATS4inumeric12 unique values
0 missing
ATS1inumeric12 unique values
0 missing
Eig01_EA.ed.numeric9 unique values
0 missing
MATS4mnumeric12 unique values
0 missing
ATS1mnumeric12 unique values
0 missing
Eig01_EA.ri.numeric11 unique values
0 missing
MATS4pnumeric12 unique values
0 missing
ATS1pnumeric12 unique values
0 missing
Eig02_AEA.bo.numeric12 unique values
0 missing
MATS4snumeric10 unique values
0 missing
ATS1snumeric12 unique values
0 missing
Eig02_AEA.dm.numeric9 unique values
0 missing
MATS4vnumeric12 unique values
0 missing
ATS1vnumeric12 unique values
0 missing
Eig02_AEA.ed.numeric12 unique values
0 missing
MATS5enumeric12 unique values
0 missing
ATS2enumeric12 unique values
0 missing
Eig02_AEA.ri.numeric12 unique values
0 missing
MATS5inumeric12 unique values
0 missing
ATS2inumeric12 unique values
0 missing
Eig02_EAnumeric12 unique values
0 missing
MATS5mnumeric12 unique values
0 missing
ATS2mnumeric12 unique values
0 missing
Eig02_EA.bo.numeric12 unique values
0 missing
MATS5pnumeric12 unique values
0 missing
ATS2snumeric12 unique values
0 missing
Eig02_EA.dm.numeric8 unique values
0 missing
MATS5snumeric12 unique values
0 missing
ATS2vnumeric12 unique values
0 missing
Eig02_EA.ed.numeric12 unique values
0 missing
MATS5vnumeric12 unique values
0 missing
ATS3mnumeric12 unique values
0 missing
Eig02_EA.ri.numeric12 unique values
0 missing
MATS6inumeric12 unique values
0 missing
ATS3snumeric12 unique values
0 missing
Eig03_AEA.bo.numeric12 unique values
0 missing
MATS6mnumeric11 unique values
0 missing
ATS4mnumeric12 unique values
0 missing
Eig03_AEA.dm.numeric10 unique values
0 missing
MATS6pnumeric12 unique values
0 missing
ATS4pnumeric12 unique values
0 missing
Eig03_AEA.ed.numeric12 unique values
0 missing
MATS6snumeric12 unique values
0 missing
ATS4snumeric12 unique values
0 missing
Eig03_EA.bo.numeric11 unique values
0 missing
MATS6vnumeric12 unique values
0 missing
ATS4vnumeric12 unique values
0 missing
Eig03_EA.dm.numeric11 unique values
0 missing
MATS7enumeric12 unique values
0 missing
ATS5enumeric12 unique values
0 missing
Eig03_EA.ed.numeric12 unique values
0 missing
MATS7inumeric11 unique values
0 missing
ATS5inumeric12 unique values
0 missing
Eig04_AEA.bo.numeric12 unique values
0 missing
MATS7mnumeric11 unique values
0 missing
ATS5mnumeric12 unique values
0 missing
Eig04_AEA.dm.numeric11 unique values
0 missing
MATS7pnumeric12 unique values
0 missing
ATS5pnumeric12 unique values
0 missing
Eig04_AEA.ri.numeric12 unique values
0 missing
MATS7snumeric12 unique values
0 missing
ATS5snumeric12 unique values
0 missing
Eig04_EAnumeric10 unique values
0 missing
MATS7vnumeric12 unique values
0 missing
ATS5vnumeric12 unique values
0 missing
Eig04_EA.bo.numeric12 unique values
0 missing
MATS8inumeric10 unique values
0 missing
ATS6enumeric12 unique values
0 missing
Eig04_EA.dm.numeric8 unique values
0 missing
MATS8mnumeric12 unique values
0 missing
ATS6inumeric12 unique values
0 missing
Eig05_AEA.bo.numeric12 unique values
0 missing
MATS8pnumeric11 unique values
0 missing
ATS6mnumeric12 unique values
0 missing
Eig05_AEA.dm.numeric11 unique values
0 missing
MATS8snumeric11 unique values
0 missing
ATS6pnumeric12 unique values
0 missing
Eig05_AEA.ed.numeric12 unique values
0 missing
MATS8vnumeric12 unique values
0 missing
ATS6snumeric12 unique values
0 missing
Eig05_AEA.ri.numeric12 unique values
0 missing
MAXDNnumeric12 unique values
0 missing
ATS6vnumeric12 unique values
0 missing
Eig05_EAnumeric12 unique values
0 missing
MAXDPnumeric12 unique values
0 missing
ATS7enumeric12 unique values
0 missing
Eig05_EA.bo.numeric10 unique values
0 missing
MCDnumeric12 unique values
0 missing
ATS7inumeric12 unique values
0 missing
Eig05_EA.dm.numeric8 unique values
0 missing
MDDDnumeric12 unique values
0 missing
ATS7mnumeric12 unique values
0 missing
Eig05_EA.ri.numeric12 unique values
0 missing
Menumeric11 unique values
0 missing
ATS7pnumeric12 unique values
0 missing
Eig06_AEA.bo.numeric9 unique values
0 missing
Minumeric11 unique values
0 missing
ATS7snumeric12 unique values
0 missing
Eig06_AEA.dm.numeric11 unique values
0 missing
MLOGPnumeric12 unique values
0 missing
ATS7vnumeric12 unique values
0 missing
Eig06_AEA.ed.numeric12 unique values
0 missing
ATS8enumeric12 unique values
0 missing
Eig06_AEA.ri.numeric11 unique values
0 missing
ATS8inumeric12 unique values
0 missing
Eig06_EAnumeric9 unique values
0 missing
ATS8mnumeric12 unique values
0 missing
Eig06_EA.bo.numeric9 unique values
0 missing
ATS8pnumeric12 unique values
0 missing
Eig06_EA.dm.numeric12 unique values
0 missing
ATS8snumeric12 unique values
0 missing
Eig06_EA.ed.numeric11 unique values
0 missing
ATS8vnumeric12 unique values
0 missing
Eig06_EA.ri.numeric12 unique values
0 missing
ATSC1enumeric12 unique values
0 missing
Eig07_AEA.bo.numeric11 unique values
0 missing
ATSC1inumeric12 unique values
0 missing
Eig07_AEA.dm.numeric11 unique values
0 missing
ATSC1pnumeric12 unique values
0 missing
Eig07_AEA.ed.numeric11 unique values
0 missing
ATSC1snumeric12 unique values
0 missing
Eig07_AEA.ri.numeric11 unique values
0 missing
ATSC2enumeric12 unique values
0 missing
Eig07_EAnumeric12 unique values
0 missing
ATSC2inumeric12 unique values
0 missing
Eig07_EA.bo.numeric12 unique values
0 missing
ATSC2mnumeric12 unique values
0 missing
Eig07_EA.dm.numeric12 unique values
0 missing
ATSC2pnumeric12 unique values
0 missing
Eig07_EA.ed.numeric12 unique values
0 missing
ATSC2snumeric12 unique values
0 missing
Eig07_EA.ri.numeric10 unique values
0 missing
ATSC3enumeric12 unique values
0 missing
Eig08_AEA.bo.numeric10 unique values
0 missing
ATSC3snumeric12 unique values
0 missing
Eig08_AEA.dm.numeric11 unique values
0 missing
ATSC4enumeric12 unique values
0 missing
Eig08_AEA.ed.numeric11 unique values
0 missing
ATSC4inumeric12 unique values
0 missing
Eig08_AEA.ri.numeric11 unique values
0 missing
ATSC4pnumeric12 unique values
0 missing
Eig08_EAnumeric11 unique values
0 missing
ATSC4snumeric12 unique values
0 missing
Eig08_EA.bo.numeric11 unique values
0 missing
ATSC5enumeric12 unique values
0 missing
Eig08_EA.dm.numeric9 unique values
0 missing
ATSC5snumeric12 unique values
0 missing
Eig08_EA.ed.numeric12 unique values
0 missing
ATSC6enumeric12 unique values
0 missing
Eig08_EA.ri.numeric12 unique values
0 missing
ATSC6inumeric12 unique values
0 missing
Eig09_AEA.bo.numeric11 unique values
0 missing
ATSC6mnumeric12 unique values
0 missing
Eig09_AEA.dm.numeric11 unique values
0 missing
ATSC6pnumeric12 unique values
0 missing
Eig09_AEA.ed.numeric12 unique values
0 missing
ATSC6snumeric12 unique values
0 missing
Eig09_AEA.ri.numeric11 unique values
0 missing
ATSC7enumeric12 unique values
0 missing
Eig09_EAnumeric11 unique values
0 missing
ATSC7inumeric12 unique values
0 missing
Eig09_EA.bo.numeric12 unique values
0 missing
ATSC7mnumeric12 unique values
0 missing
Eig09_EA.dm.numeric8 unique values
0 missing
ATSC7pnumeric12 unique values
0 missing
Eig09_EA.ed.numeric10 unique values
0 missing
ATSC7snumeric12 unique values
0 missing
Eig09_EA.ri.numeric11 unique values
0 missing
ATSC7vnumeric12 unique values
0 missing
Eig10_AEA.bo.numeric12 unique values
0 missing
ATSC8enumeric12 unique values
0 missing
Eig10_AEA.dm.numeric12 unique values
0 missing
ATSC8inumeric12 unique values
0 missing
Eig10_AEA.ed.numeric12 unique values
0 missing
ATSC8mnumeric12 unique values
0 missing
Eig10_AEA.ri.numeric12 unique values
0 missing
ATSC8pnumeric12 unique values
0 missing
Eig10_EAnumeric12 unique values
0 missing
ATSC8snumeric12 unique values
0 missing
Eig10_EA.bo.numeric12 unique values
0 missing
ATSC8vnumeric12 unique values
0 missing
Eig10_EA.dm.numeric5 unique values
0 missing
BACnumeric12 unique values
0 missing
Eig10_EA.ed.numeric12 unique values
0 missing
BBInumeric10 unique values
0 missing
Eig10_EA.ri.numeric12 unique values
0 missing
BIC1numeric12 unique values
0 missing
Eig11_AEA.bo.numeric11 unique values
0 missing
BIC2numeric11 unique values
0 missing
Eig11_AEA.dm.numeric11 unique values
0 missing
BIC3numeric11 unique values
0 missing
Eig11_AEA.ed.numeric12 unique values
0 missing
BIDnumeric12 unique values
0 missing
Eig11_AEA.ri.numeric12 unique values
0 missing
BLInumeric12 unique values
0 missing
Eig11_EAnumeric12 unique values
0 missing
BLTA96numeric12 unique values
0 missing
Eig11_EA.bo.numeric11 unique values
0 missing
BLTD48numeric12 unique values
0 missing
Eig11_EA.dm.numeric2 unique values
0 missing
BLTF96numeric12 unique values
0 missing
Eig11_EA.ed.numeric12 unique values
0 missing
C.numeric10 unique values
0 missing
Eig11_EA.ri.numeric12 unique values
0 missing
C.001numeric3 unique values
0 missing
Eig12_AEA.bo.numeric11 unique values
0 missing
C.003numeric3 unique values
0 missing
Eig12_AEA.dm.numeric12 unique values
0 missing
C.005numeric3 unique values
0 missing
Eig12_AEA.ed.numeric11 unique values
0 missing
C.006numeric4 unique values
0 missing
Eig12_AEA.ri.numeric12 unique values
0 missing
C.008numeric5 unique values
0 missing
Eig12_EAnumeric11 unique values
0 missing
C.009numeric2 unique values
0 missing
Eig12_EA.bo.numeric12 unique values
0 missing
C.011numeric2 unique values
0 missing
Eig12_EA.ed.numeric10 unique values
0 missing
C.012numeric2 unique values
0 missing
Eig12_EA.ri.numeric11 unique values
0 missing
C.016numeric2 unique values
0 missing
Eig13_AEA.bo.numeric12 unique values
0 missing
C.017numeric2 unique values
0 missing
Eig13_AEA.dm.numeric11 unique values
0 missing
C.019numeric3 unique values
0 missing
Eig13_AEA.ed.numeric12 unique values
0 missing
C.024numeric4 unique values
0 missing
Eig13_AEA.ri.numeric12 unique values
0 missing
C.025numeric2 unique values
0 missing
Eig13_EAnumeric11 unique values
0 missing
C.026numeric2 unique values
0 missing
Eig13_EA.bo.numeric12 unique values
0 missing
C.027numeric3 unique values
0 missing
Eig13_EA.ed.numeric12 unique values
0 missing
C.028numeric3 unique values
0 missing
Eig13_EA.ri.numeric12 unique values
0 missing
C.033numeric2 unique values
0 missing
Eig14_AEA.bo.numeric12 unique values
0 missing
C.034numeric2 unique values
0 missing
Eig14_AEA.dm.numeric11 unique values
0 missing
C.039numeric2 unique values
0 missing
Eig14_AEA.ed.numeric12 unique values
0 missing
C.040numeric2 unique values
0 missing
Eig14_AEA.ri.numeric12 unique values
0 missing
C.041numeric2 unique values
0 missing
Eig14_EAnumeric11 unique values
0 missing
C.044numeric2 unique values
0 missing
Eig14_EA.bo.numeric12 unique values
0 missing
CATS2D_00_DDnumeric2 unique values
0 missing
Eig14_EA.ed.numeric12 unique values
0 missing
CATS2D_00_DPnumeric2 unique values
0 missing
Eig14_EA.ri.numeric12 unique values
0 missing
CATS2D_00_PPnumeric2 unique values
0 missing
Eig15_AEA.bo.numeric11 unique values
0 missing
CATS2D_01_AAnumeric3 unique values
0 missing
Eig15_AEA.dm.numeric12 unique values
0 missing
CATS2D_01_ANnumeric2 unique values
0 missing
Eig15_AEA.ed.numeric11 unique values
0 missing
CATS2D_01_DNnumeric2 unique values
0 missing
Eig15_AEA.ri.numeric11 unique values
0 missing
CATS2D_01_LLnumeric6 unique values
0 missing
Eig15_EAnumeric11 unique values
0 missing
CATS2D_02_AAnumeric3 unique values
0 missing
Eig15_EA.bo.numeric10 unique values
0 missing
CATS2D_02_ALnumeric7 unique values
0 missing
Eig15_EA.ed.numeric10 unique values
0 missing
CATS2D_02_ANnumeric2 unique values
0 missing
Eig15_EA.ri.numeric12 unique values
0 missing
CATS2D_02_APnumeric3 unique values
0 missing
Eta_alphanumeric12 unique values
0 missing
CATS2D_02_DAnumeric5 unique values
0 missing
Eta_alpha_Anumeric11 unique values
0 missing
CATS2D_02_DLnumeric4 unique values
0 missing
Eta_B_Anumeric8 unique values
0 missing
CATS2D_02_LLnumeric7 unique values
0 missing
Eta_betanumeric12 unique values
0 missing
CATS2D_02_NLnumeric3 unique values
0 missing
Eta_beta_Anumeric12 unique values
0 missing
CATS2D_02_PLnumeric4 unique values
0 missing
Eta_betaPnumeric9 unique values
0 missing
CATS2D_03_AAnumeric3 unique values
0 missing
Eta_betaP_Anumeric12 unique values
0 missing
CATS2D_03_ALnumeric6 unique values
0 missing
Eta_betaSnumeric12 unique values
0 missing
CATS2D_03_ANnumeric2 unique values
0 missing
Eta_betaS_Anumeric11 unique values
0 missing
CATS2D_03_APnumeric2 unique values
0 missing
Eta_Cnumeric12 unique values
0 missing
CATS2D_03_DAnumeric4 unique values
0 missing
Eta_epsinumeric12 unique values
0 missing
CATS2D_03_DDnumeric2 unique values
0 missing
Eta_epsi_Anumeric12 unique values
0 missing
CATS2D_03_DLnumeric4 unique values
0 missing
Eta_Fnumeric12 unique values
0 missing
CATS2D_03_DPnumeric2 unique values
0 missing
Eta_F_Anumeric12 unique values
0 missing
CATS2D_03_LLnumeric6 unique values
0 missing
Eta_FLnumeric12 unique values
0 missing
CATS2D_03_NLnumeric4 unique values
0 missing
Eta_FL_Anumeric11 unique values
0 missing
CATS2D_03_PLnumeric4 unique values
0 missing
Eta_Lnumeric12 unique values
0 missing
CATS2D_04_AAnumeric5 unique values
0 missing
Eta_L_Anumeric12 unique values
0 missing
CATS2D_04_ALnumeric5 unique values
0 missing
Eta_sh_pnumeric12 unique values
0 missing
CATS2D_04_ANnumeric2 unique values
0 missing
Eta_sh_xnumeric6 unique values
0 missing
CATS2D_04_APnumeric2 unique values
0 missing
Eta_sh_ynumeric12 unique values
0 missing
CATS2D_04_DAnumeric3 unique values
0 missing
GATS1enumeric12 unique values
0 missing
CATS2D_04_DLnumeric5 unique values
0 missing
GATS1inumeric12 unique values
0 missing
Show first 100 features

107 properties

NumberOfInstances
12
Number of instances (rows) of the dataset.
NumberOfFeatures
662
Number of attributes (columns) of the dataset.
NumberOfClasses
0
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
661
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
REPTreeDepth3AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 3
DecisionStumpAUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump
MaxAttributeEntropy
Maximum entropy among attributes.
MinKurtosisOfNumericAtts
-2.44
Minimum kurtosis among attributes of the numeric type.
Quartile2MeansOfNumericAtts
1.5
Second quartile (Median) of means among attributes of the numeric type.
REPTreeDepth3ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 3
DecisionStumpErrRate
Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump
MaxKurtosisOfNumericAtts
12
Maximum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
-1.87
Minimum of means among attributes of the numeric type.
Quartile2MutualInformation
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
REPTreeDepth3Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 3
DecisionStumpKappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump
MaxMeansOfNumericAtts
38706
Maximum of means among attributes of the numeric type.
MinMutualInformation
Minimal mutual information between the nominal attributes and the target attribute.
Quartile2SkewnessOfNumericAtts
0.12
Second quartile (Median) of skewness among attributes of the numeric type.
RandomTreeDepth1AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1
Dimensionality
55.17
Number of attributes divided by the number of instances.
MaxMutualInformation
Maximum mutual information between the nominal attributes and the target attribute.
MinNominalAttDistinctValues
The minimal number of distinct values among attributes of the nominal type.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
Quartile2StdDevOfNumericAtts
0.37
Second quartile (Median) of standard deviation of attributes of the numeric type.
RandomTreeDepth1ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1
EquivalentNumberOfAtts
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
MaxNominalAttDistinctValues
The maximum number of distinct values among attributes of the nominal type.
MinSkewnessOfNumericAtts
-2.95
Minimum skewness among attributes of the numeric type.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
Quartile3AttributeEntropy
Third quartile of entropy among attributes.
RandomTreeDepth1Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1
J48.00001.AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .00001
MaxSkewnessOfNumericAtts
3.46
Maximum skewness among attributes of the numeric type.
MinStdDevOfNumericAtts
0
Minimum standard deviation of attributes of the numeric type.
PercentageOfMissingValues
0
Percentage of missing values.
Quartile3KurtosisOfNumericAtts
0.91
Third quartile of kurtosis among attributes of the numeric type.
AutoCorrelation
0.06
Average class difference between consecutive instances.
RandomTreeDepth2AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2
J48.00001.ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .00001
MaxStdDevOfNumericAtts
20936.31
Maximum standard deviation of attributes of the numeric type.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
PercentageOfNumericFeatures
99.85
Percentage of numeric attributes.
Quartile3MeansOfNumericAtts
4.65
Third quartile of means among attributes of the numeric type.
CfsSubsetEval_DecisionStumpAUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
RandomTreeDepth2ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2
J48.00001.Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .00001
MeanAttributeEntropy
Average entropy of the attributes.
MinorityClassSize
Number of instances belonging to the least frequent class.
PercentageOfSymbolicFeatures
0.15
Percentage of nominal attributes.
Quartile3MutualInformation
Third quartile of mutual information between the nominal attributes and the target attribute.
CfsSubsetEval_DecisionStumpErrRate
Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
RandomTreeDepth2Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2
J48.0001.AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .0001
MeanKurtosisOfNumericAtts
0.44
Mean kurtosis among attributes of the numeric type.
NaiveBayesAUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes
Quartile1AttributeEntropy
First quartile of entropy among attributes.
Quartile3SkewnessOfNumericAtts
0.73
Third quartile of skewness among attributes of the numeric type.
CfsSubsetEval_DecisionStumpKappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
CfsSubsetEval_NaiveBayesAUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
RandomTreeDepth3AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3
J48.0001.ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .0001
MeanMeansOfNumericAtts
121
Mean of means among attributes of the numeric type.
NaiveBayesErrRate
Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes
Quartile1KurtosisOfNumericAtts
-1.01
First quartile of kurtosis among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
1
Third quartile of standard deviation of attributes of the numeric type.
CfsSubsetEval_NaiveBayesErrRate
Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
RandomTreeDepth3ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3
J48.0001.Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .0001
MeanMutualInformation
Average mutual information between the nominal attributes and the target attribute.
NaiveBayesKappa
Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes
Quartile1MeansOfNumericAtts
0.62
First quartile of means among attributes of the numeric type.
REPTreeDepth1AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 1
CfsSubsetEval_NaiveBayesKappa
Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
RandomTreeDepth3Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3
J48.001.AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .001
MeanNoiseToSignalRatio
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
NumberOfBinaryFeatures
0
Number of binary attributes.
Quartile1MutualInformation
First quartile of mutual information between the nominal attributes and the target attribute.
REPTreeDepth1ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 1
CfsSubsetEval_kNN1NAUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
StdvNominalAttDistinctValues
Standard deviation of the number of distinct values among attributes of the nominal type.
J48.001.ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .001
MeanNominalAttDistinctValues
Average number of distinct values among the attributes of the nominal type.
Quartile1SkewnessOfNumericAtts
-0.38
First quartile of skewness among attributes of the numeric type.
REPTreeDepth1Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 1
REPTreeDepth2AUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 2
CfsSubsetEval_kNN1NErrRate
Error rate achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
kNN1NAUC
Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk
J48.001.Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .001
MeanSkewnessOfNumericAtts
0.22
Mean skewness among attributes of the numeric type.
Quartile1StdDevOfNumericAtts
0.16
First quartile of standard deviation of attributes of the numeric type.
REPTreeDepth2ErrRate
Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 2
CfsSubsetEval_kNN1NKappa
Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
kNN1NErrRate
Error rate achieved by the landmarker weka.classifiers.lazy.IBk
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
MeanStdDevOfNumericAtts
62.41
Mean standard deviation of attributes of the numeric type.
Quartile2AttributeEntropy
Second quartile (Median) of entropy among attributes.
REPTreeDepth2Kappa
Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 2
ClassEntropy
Entropy of the target attribute values.
kNN1NKappa
Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk
MajorityClassSize
Number of instances belonging to the most frequent class.
MinAttributeEntropy
Minimal entropy among attributes.
Quartile2KurtosisOfNumericAtts
-0.37
Second quartile (Median) of kurtosis among attributes of the numeric type.
Show all 107 properties

12 tasks

Supervised Regression on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
2 runs - estimation_procedure: Custom 10-fold Crossvalidation - target_feature: pXC50
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
Clustering on QSAR-DATASET-FOR-DRUG-TARGET-CHEMBL1255122
0 runs - estimation_procedure: 50 times Clustering
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