| 
                    1
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    2
                 | 
                                    
                                                     | 
                
                 | 
                Factors describing information about event data (e.g. earnings  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    3
                 | 
                                    
                                                     | 
                
                 | 
                announcements, acquisitions, dividends, etc.).  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    4
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    5
                 | 
                                    
                                                     | 
                
                 | 
                from numpy import newaxis  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    6
                 | 
                                    
                                                     | 
                
                 | 
                from zipline.pipeline.data.earnings import EarningsCalendar  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    7
                 | 
                                    
                                                     | 
                
                 | 
                from zipline.utils.numpy_utils import (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    8
                 | 
                                    
                                                     | 
                
                 | 
                    np_NaT,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    9
                 | 
                                    
                                                     | 
                
                 | 
                    busday_count_mask_NaT,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    10
                 | 
                                    
                                                     | 
                
                 | 
                    datetime64D_dtype,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    11
                 | 
                                    
                                                     | 
                
                 | 
                    float64_dtype,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    12
                 | 
                                    
                                                     | 
                
                 | 
                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    13
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    14
                 | 
                                    
                                                     | 
                
                 | 
                from .factor import Factor  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    15
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    16
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    17
                 | 
                                    
                                                     | 
                
                 | 
                class BusinessDaysUntilNextEarnings(Factor):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    18
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    19
                 | 
                                    
                                                     | 
                
                 | 
                    Factor returning the number of **business days** (not trading days!) until  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    20
                 | 
                                    
                                                     | 
                
                 | 
                    the next known earnings date for each asset.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    21
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    22
                 | 
                                    
                                                     | 
                
                 | 
                    This doesn't use trading days because the trading calendar includes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    23
                 | 
                                    
                                                     | 
                
                 | 
                    information that may not have been available to the algorithm at the time  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    24
                 | 
                                    
                                                     | 
                
                 | 
                    when `compute` is called.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    25
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    26
                 | 
                                    
                                                     | 
                
                 | 
                    For example, the NYSE closings September 11th 2001, would not have been  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    27
                 | 
                                    
                                                     | 
                
                 | 
                    known to the algorithm on September 10th.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    28
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    29
                 | 
                                    
                                                     | 
                
                 | 
                    Assets that announced or will announce earnings today will produce a value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    30
                 | 
                                    
                                                     | 
                
                 | 
                    of 0.0.  Assets that will announce earnings on the next upcoming business  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    31
                 | 
                                    
                                                     | 
                
                 | 
                    day will produce a value of 1.0.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    32
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    33
                 | 
                                    
                                                     | 
                
                 | 
                    Assets for which `EarningsCalendar.next_announcement` is `NaT` will produce  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    34
                 | 
                                    
                                                     | 
                
                 | 
                    a value of `NaN`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    35
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    36
                 | 
                                    
                                                     | 
                
                 | 
                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    37
                 | 
                                    
                                                     | 
                
                 | 
                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    38
                 | 
                                    
                                                     | 
                
                 | 
                    BusinessDaysSincePreviousEarnings  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    39
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    40
                 | 
                                    
                                                     | 
                
                 | 
                    inputs = [EarningsCalendar.next_announcement]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    41
                 | 
                                    
                                                     | 
                
                 | 
                    window_length = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    42
                 | 
                                    
                                                     | 
                
                 | 
                    dtype = float64_dtype  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    43
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    44
                 | 
                                    
                                                     | 
                
                 | 
                    def _compute(self, arrays, dates, assets, mask):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    45
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    46
                 | 
                                    
                                                     | 
                
                 | 
                        # Coerce from [ns] to [D] for numpy busday_count.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    47
                 | 
                                    
                                                     | 
                
                 | 
                        announce_dates = arrays[0].astype(datetime64D_dtype)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    48
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    49
                 | 
                                    
                                                     | 
                
                 | 
                        # Set masked values to NaT.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    50
                 | 
                                    
                                                     | 
                
                 | 
                        announce_dates[~mask] = np_NaT  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    51
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    52
                 | 
                                    
                                                     | 
                
                 | 
                        # Convert row labels into a column vector for broadcasted comparison.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    53
                 | 
                                    
                                                     | 
                
                 | 
                        reference_dates = dates.values.astype(datetime64D_dtype)[:, newaxis]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    54
                 | 
                                    
                                                     | 
                
                 | 
                        return busday_count_mask_NaT(reference_dates, announce_dates)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    55
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    56
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    57
                 | 
                                    
                                                     | 
                
                 | 
                class BusinessDaysSincePreviousEarnings(Factor):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    58
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    59
                 | 
                                    
                                                     | 
                
                 | 
                    Factor returning the number of **business days** (not trading days!) since  | 
            
            
                                                        
            
                                    
            
            
                | 
                    60
                 | 
                                    
                                                     | 
                
                 | 
                    the most recent earnings date for each asset.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    61
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    62
                 | 
                                    
                                                     | 
                
                 | 
                    This doesn't use trading days for symmetry with  | 
            
            
                                                        
            
                                    
            
            
                | 
                    63
                 | 
                                    
                                                     | 
                
                 | 
                    BusinessDaysUntilNextEarnings.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    64
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    65
                 | 
                                    
                                                     | 
                
                 | 
                    Assets which announced or will announce earnings today will produce a value  | 
            
            
                                                        
            
                                    
            
            
                | 
                    66
                 | 
                                    
                                                     | 
                
                 | 
                    of 0.0.  Assets that announced earnings on the previous business day will  | 
            
            
                                                        
            
                                    
            
            
                | 
                    67
                 | 
                                    
                                                     | 
                
                 | 
                    produce a value of 1.0.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    68
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    69
                 | 
                                    
                                                     | 
                
                 | 
                    Assets for which `EarningsCalendar.previous_announcement` is `NaT` will  | 
            
            
                                                        
            
                                    
            
            
                | 
                    70
                 | 
                                    
                                                     | 
                
                 | 
                    produce a value of `NaN`.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    71
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    72
                 | 
                                    
                                                     | 
                
                 | 
                    See Also  | 
            
            
                                                        
            
                                    
            
            
                | 
                    73
                 | 
                                    
                                                     | 
                
                 | 
                    --------  | 
            
            
                                                        
            
                                    
            
            
                | 
                    74
                 | 
                                    
                                                     | 
                
                 | 
                    BusinessDaysUntilNextEarnings  | 
            
            
                                                        
            
                                    
            
            
                | 
                    75
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    76
                 | 
                                    
                                                     | 
                
                 | 
                    inputs = [EarningsCalendar.previous_announcement]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    77
                 | 
                                    
                                                     | 
                
                 | 
                    window_length = 0  | 
            
            
                                                        
            
                                    
            
            
                | 
                    78
                 | 
                                    
                                                     | 
                
                 | 
                    dtype = float64_dtype  | 
            
            
                                                        
            
                                    
            
            
                | 
                    79
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    80
                 | 
                                    
                                                     | 
                
                 | 
                    def _compute(self, arrays, dates, assets, mask):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    81
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    82
                 | 
                                    
                                                     | 
                
                 | 
                        # Coerce from [ns] to [D] for numpy busday_count.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    83
                 | 
                                    
                                                     | 
                
                 | 
                        announce_dates = arrays[0].astype(datetime64D_dtype)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    84
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    85
                 | 
                                    
                                                     | 
                
                 | 
                        # Set masked values to NaT.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    86
                 | 
                                    
                                                     | 
                
                 | 
                        announce_dates[~mask] = np_NaT  | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                        # Convert row labels into a column vector for broadcasted comparison.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                        reference_dates = dates.values.astype(datetime64D_dtype)[:, newaxis]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    90
                 | 
                                    
                                                     | 
                
                 | 
                        return busday_count_mask_NaT(announce_dates, reference_dates)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                 |