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Update README.md

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@@ -18,4 +18,17 @@ tags:
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  - SMILES
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  task_categories: []
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  task_ids: []
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - SMILES
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  task_categories: []
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  task_ids: []
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+ ---
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+
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+ ### dataset description
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+ We downloaded ZINC dataset from [here](https://zinc15.docking.org/) and canonicalized it.
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+ We used the following function to canonicalize the data and removed some SMILES that cannot be read by RDKit.
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+
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+ ```python:
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+ from rdkit import Chem
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+ def canonicalize(mol):
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+ mol = Chem.MolToSmiles(Chem.MolFromSmiles(mol),True)
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+ return mol
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+ ```
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+
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+ We randomly split the preprocessed data into train and validation. The ratio is 9 : 1.