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                #! /usr/bin/env python  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Copyright (C) 2015-2016 Rich Lewis <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # License: 3-clause BSD  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # skchem.filters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Chemical filters are defined.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pandas as pd  | 
            
                            
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                from ..utils import method_takes_mol_series, method_takes_pandas  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _identity(x):  | 
            
                            
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                    return x  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _identity_meth(_, x):  | 
            
                            
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                    return x  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class Filter(object):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """ Filter base class  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Args:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        func (function: Mol => bool):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            The function to use to filter the arguments.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        agg (function: iterable<bool> => bool):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            The aggregation to use in the filter, for example `any` or `all`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Examples:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> import skchem  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Initialize the filter with a function:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named = skchem.filters.Filter(lambda m: m.name is not None)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Filter results can be found with `transform`:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> ethane = skchem.Mol.from_smiles('CC', name='ethane') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named.transform(ethane)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> anonymous = skchem.Mol.from_smiles('c1ccccc1') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named.transform(anonymous)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The filter can also be used as a function:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> ethane = skchem.Mol.from_smiles('CC', name='ethane') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named.transform(ethane)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Apply can take a series or dataframe:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> mols = pd.Series({'anonymous': anonymous, 'ethane': ethane}) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named.transform(mols)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        anonymous    False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ethane        True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        dtype: bool  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Using `filter` will drop out molecules that fail the test:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named.filter(mols)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ethane    <Mol: CC>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        dtype: object  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Only failed are retained with the `neg` keyword argument:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        >>> is_named.filter(mols, neg=True)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        anonymous    <Mol: c1ccccc1>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        dtype: object  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    _DEFAULT_AGG = _identity_meth  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    _DEFAULT_IS_NEG = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self, func,  agg=None, neg=False, **kwargs):  | 
            
                            
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                        self.func = func  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.agg = self._get_agg(agg) if agg is not None else self._DEFAULT_AGG  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.neg = neg  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.kwargs = kwargs  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def agg(self):  | 
            
                            
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                        return self._agg  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @agg.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def agg(self, val):  | 
            
                            
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                        self._agg = self._get_agg(val)  | 
            
                            
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                    def _get_agg(self, val):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if val is True:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._DEFAULT_AGG  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        elif val is False:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return _identity  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        elif val is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self.agg  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return val  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    @property  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    def neg(self):  | 
            
                            
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                        return self._get_neg(self._neg)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @neg.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def neg(self, val):  | 
            
                            
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                        # xor  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._neg = self._get_neg(val)  | 
            
                            
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                    def _get_neg(self, val):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if self._DEFAULT_IS_NEG:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return not val  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return val  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @method_takes_mol_series  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def transform(self, mols, agg=None, neg=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """ Apply the function and return the boolean values. """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        agg = self._get_agg(agg)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if neg is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            neg = self._neg  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            neg = self._get_neg(neg)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        res = self._transform(mols)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                        if isinstance(res, pd.DataFrame):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                            res = res.apply(agg, axis=1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        if neg:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                            res = ~res  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        return res  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                    def _transform(self, ser):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        return ser.apply(self.func, **self.kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                    @method_takes_pandas  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                    def filter(self, X, y=None, agg=None, neg=None):  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                                                                        
                        
                         
                                                                                        
                                                                                            
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        """ Apply the function and return filtered values.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                        Args:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                            X (pd.Series or pd.DataFrame):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                                The compound dataframe. """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                        if neg is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                            neg = self.neg  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                        agg = self._get_agg(agg)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                        res = self.transform(X, neg=neg, agg=agg)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                        if y is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                            return X[res]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                            return X[res], y[res]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                    def __call__(self, *args, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                        return self.transform(*args, **kwargs)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                        
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2. Missing __init__.py files
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