Data Pattern Agent: Analyzing dataset patterns...
       Activity  MolecularWeight       LogP        TPSA  RotatableBonds  \
count       9.0         9.000000   9.000000    9.000000        9.000000   
mean        1.0       342.157778   4.311111   63.386667        6.555556   
std         0.0        91.172501   3.080765   41.607857        4.126473   
min         1.0       228.370000   0.200000   29.460000        2.000000   
25%         1.0       256.420000   2.500000   37.300000        5.000000   
50%         1.0       360.830000   3.400000   52.600000        5.000000   
75%         1.0       399.440000   6.100000   67.430000        8.000000   
max         1.0       482.440000  10.000000  167.520000       14.000000   

       HBondDonors  HBondAcceptors  
count     9.000000        9.000000  
mean      1.666667        3.888889  
std       1.581139        2.848001  
min       0.000000        2.000000  
25%       1.000000        2.000000  
50%       1.000000        3.000000  
75%       2.000000        4.000000  
max       5.000000       11.000000  
Drug Design Agent: Predicted activities:
             Name  Activity
0     Fenofibrate         1
1     Gemfibrozil         1
2            UDCA         1
3         Silybin         1
4      Colchicine         1
5  Pentoxifylline         1
6       Vitamin E         1
7   Myristic Acid         1
8   Palmitic Acid         1
Drug Formulation Agent: Suggesting formulations...
Fenofibrate: High LogP, suggest lipid-based delivery.
Gemfibrozil: Low LogP, suggest aqueous formulations.
UDCA: Low LogP, suggest aqueous formulations.
Silybin: Low LogP, suggest aqueous formulations.
Colchicine: Low LogP, suggest aqueous formulations.
Pentoxifylline: Low LogP, suggest aqueous formulations.
Vitamin E: High LogP, suggest lipid-based delivery.
Myristic Acid: High LogP, suggest lipid-based delivery.
Palmitic Acid: High LogP, suggest lipid-based delivery.
Drug Efficacy Agent: Mapping efficacy...
             Name Efficacy
0     Fenofibrate     High
1     Gemfibrozil     High
2            UDCA     High
3         Silybin     High
4      Colchicine     High
5  Pentoxifylline     High
6       Vitamin E     High
7   Myristic Acid     High
8   Palmitic Acid     High