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                import numpy as np  | 
            
            
                                                        
            
                                    
            
            
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                class DistroReporter(object):  | 
            
            
                                                        
            
                                    
            
            
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                    def __init__(self):  | 
            
            
                                                        
            
                                    
            
            
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                        self.cl = None  | 
            
            
                                                        
            
                                    
            
            
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                        self.var = ''  | 
            
            
                                                        
            
                                    
            
            
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                        self.sl = None  | 
            
            
                                                        
            
                                    
            
            
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                        self.ordered_value_labels = []  | 
            
            
                                                        
            
                                    
            
            
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                        self.max_nb_rows = 0  | 
            
            
                                                        
            
                                    
            
            
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                        self.max_label_len = 0  | 
            
            
                                                        
            
                                    
            
            
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                        self.generators = []  | 
            
            
                                                        
            
                                    
            
            
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                    def print_distros(self, clustering, variable, selected_clusters='all', prec=3):  | 
            
            
                                                        
            
                                    
            
            
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                        """  | 
            
            
                                                        
            
                                    
            
            
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                        Prints the discrete distribution of the values the input variable takes for evry selected cluster. Frequencies are shown in descending order.\n  | 
            
            
                                                        
            
                                    
            
            
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                        :param clustering: the Clustering to select from  | 
            
            
                                                        
            
                                    
            
            
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                        :type clustering: clustering.Cluster  | 
            
            
                                                        
            
                                    
            
            
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                        :param variable: the field name of interest  | 
            
            
                                                        
            
                                    
            
            
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                        :type variable: str  | 
            
            
                                                        
            
                                    
            
            
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                        :param selected_clusters: can be a list of indices pointing to Cluster objects in the Clustering structure. Can take the 'all' value to indicate selecting every cluster  | 
            
            
                                                        
            
                                    
            
            
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                        :type selected_clusters: list or str  | 
            
            
                                                        
            
                                    
            
            
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                        :param prec: the precision of the frequencies to visualize; the number of decimal digits to show  | 
            
            
                                                        
            
                                    
            
            
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                        :type prec: int  | 
            
            
                                                        
            
                                    
            
            
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                        """  | 
            
            
                                                        
            
                                    
            
            
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                        self._set_state(clustering, variable, selected_clusters, prec)  | 
            
            
                                                        
            
                                    
            
            
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                        body = ''  | 
            
            
                                                        
            
                                    
            
            
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                        for i in range(self.max_nb_rows):  | 
            
            
                                                        
            
                                    
            
            
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                            body += ' | '.join(str(self.generators[j].__next__()) for j in range(len(self.sl))) + '\n'  | 
            
            
                                                        
            
                                    
            
            
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                        header = ' - '.join('id:{} len:{}'.format(cl.id, len(cl)) + ' '*(prec + self.max_label_len[i] - len(str(len(cl))) - 6) for i, cl in enumerate(self.cl.gen_clusters(self.sl))) + '\n' | 
            
            
                                                        
            
                                    
            
            
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                        print(header + body)  | 
            
            
                                                        
            
                                    
            
            
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                    def _set_state(self, clustering, variable, selected_clusters, prec):  | 
            
            
                                                        
            
                                    
            
            
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                        self.cl = clustering  | 
            
            
                                                        
            
                                    
            
            
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                        self.var = variable  | 
            
            
                                                        
            
                                    
            
            
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                        if selected_clusters == 'all':  | 
            
            
                                                        
            
                                    
            
            
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                            selected_clusters = range(len(self.cl))  | 
            
            
                                                        
            
                                    
            
            
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                        self.sl = selected_clusters  | 
            
            
                                                        
            
                                    
            
            
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                        self.ordered_value_labels = [sorted(cl.freqs[self.var], key=lambda x: cl.freqs[self.var][x], reverse=True) for cl in self.cl.gen_clusters(self.sl)]  | 
            
                            
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                        self.max_nb_rows = max(map(lambda x: len(x), self.ordered_value_labels))  | 
            
            
                                                        
            
                                    
            
            
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                        self.max_label_len = [max(map(lambda x: len(x), cl.freqs[variable])) for cl in self.cl.gen_clusters(self.sl)]  | 
            
            
                                                        
            
                                    
            
            
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                        self.generators = [self._get_generator(i, prec) for i in range(len(self.sl))]  | 
            
            
                                                        
            
                                    
            
            
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                    def _gen_entries(self, ind, prec):  | 
            
            
                                                        
            
                                    
            
            
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                        i = 0  | 
            
            
                                                        
            
                                    
            
            
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                        for i, el in enumerate(self.ordered_value_labels[ind]):  | 
            
            
                                                        
            
                                    
            
            
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                            yield '{0} {1}{3:.{2}f}'.format(el, ' '*(self.max_label_len[ind] - len(el)), prec, self.cl[self.sl[ind]].freqs[self.var][el]) | 
            
            
                                                        
            
                                    
            
            
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                        while i < self.max_nb_rows - 1:  | 
            
            
                                                        
            
                                    
            
            
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                            yield ' ' * (self.max_label_len[ind] + prec + 3)  | 
            
            
                                                        
            
                                    
            
            
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                            i += 1  | 
            
            
                                                        
            
                                    
            
            
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                    def _get_generator(self, ind, prec):  | 
            
            
                                                        
            
                                    
            
            
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                        return (_ for _ in self._gen_entries(ind, prec))  | 
            
                            
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