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                #! /usr/bin/env python  | 
            
                            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Copyright (C) 2007-2009 Rich Lewis <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # License: 3-clause BSD  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # skchem.io.smiles  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Defining input and output operations for smiles files.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import warnings  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from functools import wraps  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pandas as pd  | 
            
                            
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                from ..utils import Suppressor  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ..core import Mol  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def read_smiles(smiles_file, smiles_column=0, name_column=None, delimiter='\t',  | 
            
                            
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                                title_line=False, error_bad_mol=False, warn_bad_mol=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                drop_bad_mol=True, *args, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """Read a smiles file into a pandas dataframe.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    The class wraps the pandas read_csv function.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    smiles_file (str, file-like):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Location of data to load, specified as a string or passed directly as a  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        file-like object.  URLs may also be used, see the pandas.read_csv  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        documentation.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    smiles_column (int):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The column index at which SMILES are provided.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Defaults to `0`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    name_column (int):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The column index at which compound names are provided, for use as the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        index in the dataframe.  If None, use the default index.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Defaults to `None`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    delimiter (str):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The delimiter used.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Defaults to `\t`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    title_line (bool):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Whether a title line is provided, to use as column titles.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Defaults to `False`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    error_bad_mol (bool):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Whether an error should be raised when a molecule fails to parse.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Defaults to `False`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    warn_bad_mol (bool):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Whether a warning should be raised when a molecule fails to parse.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Defaults to `True`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    drop_bad_mol (bool):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        If true, drop any column with smiles that failed to parse. Otherwise,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        the field is None. Defaults to `True`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    *args, **kwargs:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Arguments will be passed to pandas read_csv arguments.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Returns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        pandas.DataFrame:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            The loaded data frame, with Mols supplied in the `structure` field.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    See Also:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        pandas.read_csv  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        skchem.Mol.from_smiles  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        skchem.io.sdf  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    with Suppressor():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # set the header line to pass to the pandas parser  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # we accept True as being line zero, as is usual for smiles  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # if user specifies a header already, then do nothing  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        header = kwargs.pop('header', None) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if title_line is True:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            header = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        elif header is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            pass #remove from the kwargs to not pass it twice  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            header = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # read the smiles file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data = pd.read_csv(smiles_file, delimiter=delimiter, header=header,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                           *args, **kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # replace the smiles column with the structure column  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        lst = list(data.columns)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        lst[smiles_column] = 'structure'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data.columns = lst  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                        def parse(row):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            """ Parse smiles for row """  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            try:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                return Mol.from_smiles(row.structure)  | 
            
                            
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                            except ValueError:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                msg = 'Molecule {} could not be decoded.'.format(row.name) | 
            
            
                                                                        
                            
            
                                    
            
            
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                                if error_bad_mol:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                    raise ValueError(msg)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                elif warn_bad_mol:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                    warnings.warn(msg)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                return None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data['structure'] = data['structure'].apply(str)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data['structure'] = data.apply(parse, axis=1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if drop_bad_mol:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            data = data[data['structure'].notnull()]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # set index if passed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if name_column is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            data = data.set_index(data.columns[name_column])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @classmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @wraps(read_smiles)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _from_smiles(_, *args, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return read_smiles(*args, **kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #set on pandas dataframe  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                pd.DataFrame.from_smiles = _from_smiles  | 
            
            
                                                        
            
                                    
            
            
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Cyclic imports may cause partly loaded modules to be returned. This might lead to unexpected runtime behavior which is hard to debug.