| 1 |  |  | """Provides various scoring methods for word strength.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | import re | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | import fuzzy | 
                            
                    |  |  |  | 
                                                                                        
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                | 6 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | dmeta = fuzzy.DMetaphone() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | soundex = fuzzy.Soundex(4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | def score_dmetaphone(words): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  |     """Score words using the double metaphone algorithm. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |         words (list) - the list of words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |         scores (list) - the scored words | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |     scores = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |     for word in words: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |         res, output = dmeta(word) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |         scores.append('{0}:{1}:{2}'.format(word, res, output)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |     return scores | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | def score_soundex(words): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |     """Score words using the soundex algorithm. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |         words (list) - the list of words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |         scores (list) - the scored words | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |     return ['{}: {}'.format(w.lower(), soundex(w)) for w in words] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  | def score_nysiis(words): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |     """Score words using the nysiis algorithm. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |         words (list) - the list of words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |         scores (list) - the scored words | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     return ['{}: {}'.format(w.lower(), fuzzy.nysiis(w)) for w in words] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  | def score_length(word): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     """Return a score, 1-5, of the length of the word. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |     Really long, or really short words get a lower score. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |     There is no hard science, but popular opinion suggests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |     that a word somewhere between 8-15 letters is optimal. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |         word (str): The word to score. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         score (int): The resulting score. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |     if not word or len(word) == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         return 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |     _len = len(word) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |     # 20+ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     if _len > 20: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |         return 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     # 15-20 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     elif _len > 15 and _len <= 20: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |         return 2 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     # 1-4 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |     elif _len <= 4: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |         return 3 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     # 10-15 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     elif _len >= 10 and _len <= 15: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |         return 4 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |     # 5-10 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |     elif _len > 4 and _len < 10: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         return 5 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  | def bounded(num, start, end): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |     """Determine if a number is within the bounds of `start` and `end`. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |         num (int): An integer. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |         start (int): A start minimum. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |         end (int): An end maximum. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |         is_bounded (bool): Whether number is bounded by start and end. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |     return num >= start and num <= end | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 97 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 98 |  |  | def score_pronounceability(word): | 
            
                                                                        
                            
            
                                    
            
            
                | 99 |  |  |     """Get the ratio of vowels to consonants, a very basic measurement. | 
            
                                                                        
                            
            
                                    
            
            
                | 100 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 101 |  |  |     Half vowels and half consonants indicates a highly pronounceable word. | 
            
                                                                        
                            
            
                                    
            
            
                | 102 |  |  |     For example, 0.5 / 0.5 = 1.0, so one is perfect, and lower is worse. | 
            
                                                                        
                            
            
                                    
            
            
                | 103 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 104 |  |  |     The 1-5 scale translation: | 
            
                                                                        
                            
            
                                    
            
            
                | 105 |  |  |     --------------------------------------------------------------- | 
            
                                                                        
                            
            
                                    
            
            
                | 106 |  |  |     0.0   0.1   0.2   0.3   0.4   0.5   0.6   0.7   0.8   0.9   1.0 | 
            
                                                                        
                            
            
                                    
            
            
                | 107 |  |  |     --------------------------------------------------------------- | 
            
                                                                        
                            
            
                                    
            
            
                | 108 |  |  |     0      1     2     3     4     5     4     3     2     1      5 | 
            
                                                                        
                            
            
                                    
            
            
                | 109 |  |  |     --------------------------------------------------------------- | 
            
                                                                        
                            
            
                                    
            
            
                | 110 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 111 |  |  |     Args: | 
            
                                                                        
                            
            
                                    
            
            
                | 112 |  |  |         word (string) - the name | 
            
                                                                        
                            
            
                                    
            
            
                | 113 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 114 |  |  |     Returns: | 
            
                                                                        
                            
            
                                    
            
            
                | 115 |  |  |         score (int) - the final pronounceability score | 
            
                                                                        
                            
            
                                    
            
            
                | 116 |  |  |     """ | 
            
                                                                        
                            
            
                                    
            
            
                | 117 |  |  |     if not word or len(word) == 0: | 
            
                                                                        
                            
            
                                    
            
            
                | 118 |  |  |         return 0 | 
            
                                                                        
                            
            
                                    
            
            
                | 119 |  |  |     word = re.sub(r'[^a-zA-Z0-9]', '', word) | 
            
                                                                        
                            
            
                                    
            
            
                | 120 |  |  |     re_vowels = re.compile(r'[a|e|i|o|u]') | 
            
                                                                        
                            
            
                                    
            
            
                | 121 |  |  |     re_cons = re.compile(r'[^a|e|i|o|u]') | 
            
                                                                        
                            
            
                                    
            
            
                | 122 |  |  |     vowels = float(len(re.findall(re_vowels, word))) | 
            
                                                                        
                            
            
                                    
            
            
                | 123 |  |  |     consonants = float(len(re.findall(re_cons, word))) | 
            
                                                                        
                            
            
                                    
            
            
                | 124 |  |  |     if vowels is 0.0 or consonants is 0.0: | 
            
                                                                        
                            
            
                                    
            
            
                | 125 |  |  |         return 0 | 
            
                                                                        
                            
            
                                    
            
            
                | 126 |  |  |     if vowels < consonants: | 
            
                                                                        
                            
            
                                    
            
            
                | 127 |  |  |         ratio = vowels / consonants | 
            
                                                                        
                            
            
                                    
            
            
                | 128 |  |  |     else: | 
            
                                                                        
                            
            
                                    
            
            
                | 129 |  |  |         ratio = consonants / vowels | 
            
                                                                        
                            
            
                                    
            
            
                | 130 |  |  |     if ratio == 0.0: | 
            
                                                                        
                            
            
                                    
            
            
                | 131 |  |  |         return 0 | 
            
                                                                        
                            
            
                                    
            
            
                | 132 |  |  |     if ratio == 1.0: | 
            
                                                                        
                            
            
                                    
            
            
                | 133 |  |  |         return 5 | 
            
                                                                        
                            
            
                                    
            
            
                | 134 |  |  |     if bounded(ratio, 0.0, 0.1) or bounded(ratio, 0.9, 1.0): | 
            
                                                                        
                            
            
                                    
            
            
                | 135 |  |  |         return 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 136 |  |  |     if bounded(ratio, 0.1, 0.2) or bounded(ratio, 0.8, 0.9): | 
            
                                                                        
                            
            
                                    
            
            
                | 137 |  |  |         return 2 | 
            
                                                                        
                            
            
                                    
            
            
                | 138 |  |  |     if bounded(ratio, 0.2, 0.3) or bounded(ratio, 0.7, 0.8): | 
            
                                                                        
                            
            
                                    
            
            
                | 139 |  |  |         return 3 | 
            
                                                                        
                            
            
                                    
            
            
                | 140 |  |  |     if bounded(ratio, 0.3, 0.4) or bounded(ratio, 0.6, 0.7): | 
            
                                                                        
                            
            
                                    
            
            
                | 141 |  |  |         return 4 | 
            
                                                                        
                            
            
                                    
            
            
                | 142 |  |  |     if bounded(ratio, 0.4, 0.5) or bounded(ratio, 0.5, 0.6): | 
            
                                                                        
                            
            
                                    
            
            
                | 143 |  |  |         return 5 | 
            
                                                                        
                            
            
                                    
            
            
                | 144 |  |  |     return 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  | def score_simplicity(word): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |     """Determine how simple the word is. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |     Simple is defined as the number of separate words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |     In this case, higher is better, indicating a better score. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |         word (string) - the name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |         score (int) - the final simplicity score | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |     >>> score_simplicity('the cat in the hat') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |     >>> 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |     >>> score_simplicity('facebook') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |     >>> 5 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |     if not word or len(word) == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |         return 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |     word_count = len(re.split(r'[^a-z]', word)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |     if word_count == 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |         return 5 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |     if word_count < 3: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |         return 4 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |     if word_count < 4: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |         return 3 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |     if word_count < 5: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |         return 2 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |     # After 4+ words, the name has a very poor score. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |     return 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  | def score_name_overall(word): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |     """Score the name using separate scoring functions, then normalize to 100. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |     This method gives an overall intuitive score. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |     The closer to 100%, the better. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         word (string) - the name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |         score (float) - the final name score | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |     length = score_length(word) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |     pronounceability = score_pronounceability(word) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |     simplicity = score_simplicity(word) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |     _scores = sum([length, pronounceability, simplicity]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |     score = round(_scores * 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |     # cut off at 100% | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |     if score > 100: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |         return 100 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |     return score | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  | def score_names_overall(words): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |     """Score all names. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |         words (list) - the list of words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |         words (list) - a list of tuples, with the score and word. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |     return [(score_name_overall(w), w) for w in words] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  | def generate_all_scoring(words): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |     """Return all scoring methods for a set of words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |     Args: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |         words (list) - the list of words. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |     Returns: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |         words (dict) - the scores, keyed by scoring name. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |     return { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |         'dmetaphone': score_dmetaphone(words), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         'soundex': score_soundex(words), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         'nysiis': score_nysiis(words), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |         'grade': score_names_overall(words) | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 228 |  |  |     } | 
            
                                                        
            
                                    
            
            
                | 229 |  |  |  | 
            
                        
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2. Missing __init__.py files
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