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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Copyright 2014 Quantopian, Inc.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Licensed under the Apache License, Version 2.0 (the "License");  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # you may not use this file except in compliance with the License.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # You may obtain a copy of the License at  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #     http://www.apache.org/licenses/LICENSE-2.0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Unless required by applicable law or agreed to in writing, software  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # distributed under the License is distributed on an "AS IS" BASIS,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # See the License for the specific language governing permissions and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # limitations under the License.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pandas as pd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pytz  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from datetime import datetime  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from dateutil import rrule  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.utils.tradingcalendar import end, canonicalize_datetime, \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    get_open_and_closes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                start = pd.Timestamp('1994-01-01', tz='UTC') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    25
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                def get_non_trading_days(start, end):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    non_trading_rules = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    29
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                    30
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                    start = canonicalize_datetime(start)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    31
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                    end = canonicalize_datetime(end)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    32
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                    weekends = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    34
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                        rrule.YEARLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    35
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                        byweekday=(rrule.SA, rrule.SU),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    38
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    39
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    40
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                    non_trading_rules.append(weekends)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    41
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                    42
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                    # Universal confraternization  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    conf_universal = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    44
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    45
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                        byyearday=1,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    47
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    48
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    49
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    50
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                    non_trading_rules.append(conf_universal)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    51
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                    # Sao Paulo city birthday  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    53
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                    aniversario_sao_paulo = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    54
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    55
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                        bymonth=1,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    56
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                        bymonthday=25,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    58
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    59
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    60
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    61
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                    non_trading_rules.append(aniversario_sao_paulo)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    62
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                    63
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                    # Carnival Monday  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    64
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                    carnaval_segunda = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        byeaster=-48,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    69
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    70
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    71
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                    non_trading_rules.append(carnaval_segunda)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    72
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                    73
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                    # Carnival Tuesday  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    74
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                    carnaval_terca = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    75
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    76
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                        byeaster=-47,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    77
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    78
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    79
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    80
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    81
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                    non_trading_rules.append(carnaval_terca)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    82
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                    83
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                    # Passion of the Christ  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    84
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                    sexta_paixao = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    85
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    86
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                        byeaster=-2,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    87
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    88
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    89
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    90
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    91
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                    non_trading_rules.append(sexta_paixao)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    92
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                    93
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                    # Corpus Christi  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    94
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                    corpus_christi = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    95
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    96
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                        byeaster=60,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    97
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    98
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    99
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    100
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    101
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                    non_trading_rules.append(corpus_christi)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    102
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                    103
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                    tiradentes = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    104
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    105
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                        bymonth=4,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    106
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                        bymonthday=21,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    107
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    108
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    109
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    110
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    111
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                    non_trading_rules.append(tiradentes)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    112
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                    113
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                    # Labor day  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    114
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                    dia_trabalho = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    115
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    116
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                        bymonth=5,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    117
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                        bymonthday=1,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    118
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    119
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                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    120
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    121
                 | 
                                    
                                                     | 
                
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    122
                 | 
                                    
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                    non_trading_rules.append(dia_trabalho)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    123
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                    124
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                    # Constitutionalist Revolution  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    125
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                    constitucionalista = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    126
                 | 
                                    
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                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    127
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                        bymonth=7,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    128
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                        bymonthday=9,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    129
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                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    130
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                        dtstart=datetime(1997, 1, 1, tzinfo=pytz.utc),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    131
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                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    132
                 | 
                                    
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    133
                 | 
                                    
                                                     | 
                
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                    non_trading_rules.append(constitucionalista)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    134
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    135
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                                                     | 
                
                 | 
                    # Independency day  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
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                                                     | 
                
                 | 
                    independencia = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=9,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=7,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(independencia)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                    # Our Lady of Aparecida  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                    aparecida = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=10,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=12,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(aparecida)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                    # All Souls' day  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                    finados = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=11,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=2,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(finados)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                    # Proclamation of the Republic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                    proclamacao_republica = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=11,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=15,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(proclamacao_republica)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                    # Day of Black Awareness  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                    consciencia_negra = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=11,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=20,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=datetime(2004, 1, 1, tzinfo=pytz.utc),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(consciencia_negra)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                    # Christmas Eve  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                    vespera_natal = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=12,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=24,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(vespera_natal)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                    # Christmas  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                    natal = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=12,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=25,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(natal)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                    # New Year Eve  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                    ano_novo = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=12,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=31,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(ano_novo)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                    # New Year Eve on saturday  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                    ano_novo_sab = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                        rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                        bymonth=12,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                        bymonthday=30,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                        byweekday=rrule.FR,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                        cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                        dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                        until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_rules.append(ano_novo_sab)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_ruleset = rrule.rruleset()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                    for rule in non_trading_rules:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                        non_trading_ruleset.rrule(rule)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_days = non_trading_ruleset.between(start, end, inc=True)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                    # World Cup 2014 Opening  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_days.append(datetime(2014, 6, 12, tzinfo=pytz.utc))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                    non_trading_days.sort()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                    return pd.DatetimeIndex(non_trading_days)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                non_trading_days = get_non_trading_days(start, end)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                trading_day = pd.tseries.offsets.CDay(holidays=non_trading_days)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                def get_trading_days(start, end, trading_day=trading_day):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                    return pd.date_range(start=start.date(),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                                         end=end.date(),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                                         freq=trading_day).tz_localize('UTC') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                trading_days = get_trading_days(start, end)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                # Ash Wednesday  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                quarta_cinzas = rrule.rrule(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                    rrule.MONTHLY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                    byeaster=-46,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                    cache=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                    dtstart=start,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                    until=end  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                def get_early_closes(start, end):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                    # TSX closed at 1:00 PM on december 24th.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                    start = canonicalize_datetime(start)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                    end = canonicalize_datetime(end)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                    early_close_rules = []  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                    early_close_rules.append(quarta_cinzas)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                    early_close_ruleset = rrule.rruleset()  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                    for rule in early_close_rules:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                        early_close_ruleset.rrule(rule)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                    early_closes = early_close_ruleset.between(start, end, inc=True)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                    early_closes.sort()  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                    return pd.DatetimeIndex(early_closes)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                early_closes = get_early_closes(start, end)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                def get_open_and_close(day, early_closes):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                    # only "early close" event in Bovespa actually is a late start  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                    # as the market only opens at 1pm  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                    open_hour = 13 if day in quarta_cinzas else 10  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                    market_open = pd.Timestamp(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                        datetime(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                            year=day.year,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                            month=day.month,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                            day=day.day,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                            hour=open_hour,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                            minute=00),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    303
                 | 
                                    
                                                     | 
                
                 | 
                        tz='America/Sao_Paulo').tz_convert('UTC') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    304
                 | 
                                    
                                                     | 
                
                 | 
                    market_close = pd.Timestamp(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    305
                 | 
                                    
                                                     | 
                
                 | 
                        datetime(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    306
                 | 
                                    
                                                     | 
                
                 | 
                            year=day.year,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    307
                 | 
                                    
                                                     | 
                
                 | 
                            month=day.month,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    308
                 | 
                                    
                                                     | 
                
                 | 
                            day=day.day,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    309
                 | 
                                    
                                                     | 
                
                 | 
                            hour=16),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    310
                 | 
                                    
                                                     | 
                
                 | 
                        tz='America/Sao_Paulo').tz_convert('UTC') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    311
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    312
                 | 
                                    
                                                     | 
                
                 | 
                    return market_open, market_close  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    313
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    314
                 | 
                                    
                                                     | 
                
                 | 
                open_and_closes = get_open_and_closes(trading_days, early_closes,  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    315
                 | 
                                    
                                                     | 
                
                 | 
                                                      get_open_and_close)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    316
                 | 
                                    
                                                     | 
                
                 | 
                 |