| 1 |  |  | import pytest | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | @pytest.fixture | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | def test_datapoints_full_file_path(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  |     import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  |     return lambda file_name: os.path.join(os.path.dirname(os.path.realpath(__file__)), '..', 'dts', file_name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 9 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 10 |  |  | @pytest.fixture | 
            
                                                                        
                            
            
                                    
            
            
                | 11 |  |  | def sample_json(test_datapoints_full_file_path): | 
            
                                                                        
                            
            
                                    
            
            
                | 12 |  |  |     return test_datapoints_full_file_path('sample-data.jsonlines') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | @pytest.fixture | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  | def sample_collaped_json(test_datapoints_full_file_path): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  |     return test_datapoints_full_file_path('sample-data-collapsed.jsonlines') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | @pytest.fixture | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | def datapoint_files_to_test(sample_collaped_json, sample_json): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |     import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     import numpy as np | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |     return { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |         'data_1': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |             'data_path': sample_collaped_json, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |             'nb_rows': 100, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |             'nb_columns': 46, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |             'type_distros': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |                 'type': {str: 100}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |                 'flavors': {list: 98, type(None): 2}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |             'value_distros': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |                 'type': {'hybrid': 48, 'sativa': 19, 'indica': 33}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |             'row': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |                 0: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |                     'flavors': [lambda v: v == ["Chemical", "Pine", "Diesel"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |                                 lambda v: type(v) == list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |                     'type': [lambda v: v == 'hybrid', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |                              lambda v: type(v) == str, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |                              ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |                 7: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |                     'flavors': [lambda v: v == ["Earthy", "Pungent", "Sweet"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |                                 lambda v: type(v) == list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |                     'type': [lambda v: v == 'hybrid', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |                              lambda v: type(v) == str, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |                              ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |                 76: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |                     'flavors': [lambda v: v is None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |                                 lambda v: pd.isnull(v), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |                                 lambda v: isinstance(v, type(None)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |                 87: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |                     'flavors': [lambda v: v is None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |                                 lambda v: type(v) == type(None), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |             'column_names': ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |                 'flavors', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |                 'name', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |                 'description', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |                 'image_urls', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |                 'parents', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |                 '_id', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |                 'type', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |                 'image_paths', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |                 'Aroused', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |                 'Creative', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |                 'Energetic', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |                 'Euphoric', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |                 'Focused', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |                 'Giggly', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |                 'Happy', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |                 'Hungry', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |                 'Relaxed', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |                 'Sleepy', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |                 'Talkative', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |                 'Tingly', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |                 'Uplifted', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |                 'Cramps', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |                 'Depression', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |                 'Eye Pressure', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |                 'Fatigue', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |                 'Headaches', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |                 'Inflammation', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |                 'Insomnia', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |                 'Lack of Appetite', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |                 'Muscle Spasms', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |                 'Nausea', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |                 'Pain', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |                 'Seizures', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |                 'Spasticity', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |                 'Stress', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |                 'Anxious', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |                 'Dizzy', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |                 'Dry Eyes', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |                 'Dry Mouth', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |                 'Headache', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |                 'Paranoid', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |                 'difficulty', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |                 'flowering', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |                 'height', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |                 'stretch', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |                 'yield', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |             ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |         }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |         'data_2': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |             'data_path': sample_json, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |             'nb_rows': 100, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |             'nb_columns': 12, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |             'type_distros': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |                 'type': {str: 100}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |                 'flavors': {list: 98, float: 2}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |             'value_distros': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |                 'type': {'hybrid': 48, 'sativa': 19, 'indica': 33}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |             'row': { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |                 0: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |                     'flavors': [lambda v: v == ["Chemical", "Pine", "Diesel"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |                                 lambda v: type(v) == list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |                     'type': [lambda v: v == 'hybrid', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |                              lambda v: type(v) == str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |                              ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |                 7: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |                     'flavors': [lambda v: v == ["Earthy", "Pungent", "Sweet"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |                                 lambda v: type(v) == list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |                     'type': [lambda v: v == 'hybrid', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |                              lambda v: type(v) == str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |                              ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |                 76: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |                     'flavors': [lambda v: np.isnan(v), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |                                 lambda v: pd.isnull(v), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |                                 lambda v: type(v) == float, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |                 87: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |                     'flavors': [lambda v: np.isnan(v), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |                                 lambda v: pd.isnull(v), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |                                 lambda v: type(v) == float, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |                                 ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |             'column_names': ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |                 'flavors', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |                 'name', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |                 'medical', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |                 'description', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |                 'image_urls', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |                 'parents', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |                 'negatives', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |                 'grow_info', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |                 '_id', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |                 'type', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |                 'image_paths', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |                 'effects', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |             ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |         }, | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 169 |  |  |     } | 
            
                                                        
            
                                    
            
            
                | 170 |  |  |  |