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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.descriptors.nmr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Module for NMR prediction.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import tempfile  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import subprocess  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import re  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import logging  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import time  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import numpy as np  | 
            
                            
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                import pandas as pd  | 
            
                            
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                from ..io import write_sdf  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ..utils import NamedProgressBar  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from .. import core  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                LOGGER = logging.getLogger(__name__)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def mol_count(filename):  | 
            
                            
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                    return sum(1 for l in open(filename, 'rb') if l == b'##PEAKASSIGNMENTS=(XYMA)\r\n')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class ChemAxonNMRPredictor(object):  | 
            
                            
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                    def __init__(self, element='C', max_atoms='auto'):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.element = element  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._detect_max_atoms = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.max_atoms = max_atoms  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def element(self):  | 
            
                            
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                        return self._element  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @element.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def element(self, val):  | 
            
                            
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                        val = val.upper()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if val in ('C', 'H'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._element = val  | 
            
                            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            raise ValueError('ChemAxon can only predict 1H or 13C shifts.') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def max_atoms(self):  | 
            
                            
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                        return self._max_atoms  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @max_atoms.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def max_atoms(self, arg):  | 
            
                            
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                        if arg == 'auto':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._detect_max_atoms = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._max_atoms = -1  | 
            
                            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._max_atoms = arg  | 
            
                            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def index(self):  | 
            
                            
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                        return pd.RangeIndex(self.max_atoms, name='atom_idx')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def feature_names(self):  | 
            
                            
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                        return self.index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def transform(self, obj):  | 
            
                            
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                        if isinstance(obj, core.Mol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._transform_mol(obj)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        elif isinstance(obj, pd.Series):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._transform_series(obj)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        elif isinstance(obj, pd.DataFrame):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._transform_series(obj.structure)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        elif isinstance(obj, (tuple, list)):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._transform_series(obj)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            raise NotImplementedError  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def _transform_mol(self, mol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # make into series then use self._transform_mol  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ser = pd.Series([mol], name=mol.name)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        res = self._transform_series(ser)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return res.iloc[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def _transform_series(self, ser):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if self._detect_max_atoms:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self.max_atoms = ser.ms.atoms.apply(len).max()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        with tempfile.NamedTemporaryFile(suffix='.sdf') as infile, tempfile.NamedTemporaryFile() as outfile:  | 
            
                            
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                            write_sdf(ser, infile.name)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            args = ['cxcalc', infile.name, '-o', outfile.name] + [self.element.lower() + 'nmr']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            LOGGER.info('Running: ' + ' '.join(args)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            p = subprocess.Popen(args, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)  | 
            
                            
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                            bar = NamedProgressBar(name=self.__class__.__name__, max_value=len(ser))  | 
            
                            
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                            while p.poll() is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                bar.update(mol_count(outfile.name))  | 
            
                            
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                                time.sleep(1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            bar.update(len(ser))  | 
            
                            
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                            p.wait()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            res = self.parse_output(outfile.name, n_mols=len(ser))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return pd.DataFrame(res, index=ser.index, columns=self.index)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def parse_output(self, outfile, n_mols=None):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        """ Read the NMR output file. """  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        if n_mols is None:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            n_mols = mol_count(outfile)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                     | 
                
                 | 
                        res = np.repeat(np.nan, n_mols * self.max_atoms).reshape(n_mols, self.max_atoms)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        regex = re.compile(b'\((-?\d+.\d+),\d+,[A-Z],<([0-9\,]+)>\)\r\n')  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                                                                                                                                                                                
                        
                         
                                                                                        
                                                                                            
                                                                                            
                                                                                            
                                                                                     
                     | 
                
            
                                                                        
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                        mol_idx = 0  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                        with open(outfile, 'rb') as f:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                        
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                            # loop through the file - inner loop will also advance the pointer  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                            for l in f:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                        
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                                if l == b'##PEAKASSIGNMENTS=(XYMA)\r\n':  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                                    for row in f:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                                        if row == b'##END=\r\n':  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                            break  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                                        else:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                                            LOGGER.debug('Row to parse: %s', row) | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                                            shift, idxs = regex.match(row).groups()  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                                            shift, idxs = float(shift), [int(idx) for idx in idxs.split(b',')]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                                            for atom_idx in idxs:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                                                res[mol_idx, atom_idx] = shift  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                                    mol_idx += 1  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        return res  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                        
This can be caused by one of the following:
1. Missing Dependencies
This error could indicate a configuration issue of Pylint. Make sure that your libraries are available by adding the necessary commands.
2. Missing __init__.py files
This error could also result from missing
__init__.pyfiles in your module folders. Make sure that you place one file in each sub-folder.