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                import pandas as pd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from datetime import timedelta  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from unittest import TestCase  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from testfixtures import TempDirectory  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.algorithm import TradingAlgorithm  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.errors import TradingControlViolation  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.finance.trading import TradingEnvironment  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.utils.test_utils import (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    setup_logger, teardown_logger, security_list_copy, add_security_data,)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.utils import factory  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.utils.security_list import (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    SecurityListSet, load_from_directory)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from zipline.utils.test_utils import create_data_portal  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                LEVERAGED_ETFS = load_from_directory('leveraged_etf_list') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class RestrictedAlgoWithCheck(TradingAlgorithm):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def initialize(self, symbol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.rl = SecurityListSet(self.get_datetime, self.asset_finder)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.set_do_not_order_list(self.rl.leveraged_etf_list)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.order_count = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.sid = self.symbol(symbol)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def handle_data(self, data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if not self.order_count:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if self.sid not in \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    self.rl.leveraged_etf_list:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                self.order(self.sid, 100)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                self.order_count += 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class RestrictedAlgoWithoutCheck(TradingAlgorithm):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def initialize(self, symbol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.rl = SecurityListSet(self.get_datetime, self.asset_finder)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.set_do_not_order_list(self.rl.leveraged_etf_list)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.order_count = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.sid = self.symbol(symbol)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def handle_data(self, data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.order(self.sid, 100)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.order_count += 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class IterateRLAlgo(TradingAlgorithm):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def initialize(self, symbol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.rl = SecurityListSet(self.get_datetime, self.asset_finder)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.set_do_not_order_list(self.rl.leveraged_etf_list)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.order_count = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.sid = self.symbol(symbol)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.found = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def handle_data(self, data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        for stock in self.rl.leveraged_etf_list:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if stock == self.sid:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                self.found = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class SecurityListTestCase(TestCase):  | 
            
            
                                                        
            
                                    
            
            
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                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
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                    def setUpClass(cls):  | 
            
            
                                                        
            
                                    
            
            
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                        # this is ugly, but we need to create two different  | 
            
            
                                                        
            
                                    
            
            
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                        # TradingEnvironment/DataPortal pairs  | 
            
            
                                                        
            
                                    
            
            
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                        cls.env = TradingEnvironment()  | 
            
            
                                                        
            
                                    
            
            
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                        cls.env2 = TradingEnvironment()  | 
            
            
                                                        
            
                                    
            
            
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                        cls.extra_knowledge_date = pd.Timestamp("2015-01-27", tz='UTC') | 
            
            
                                                        
            
                                    
            
            
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                        cls.trading_day_before_first_kd = pd.Timestamp("2015-01-23", tz='UTC') | 
            
            
                                                        
            
                                    
            
            
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                        symbols = ['AAPL', 'GOOG', 'BZQ', 'URTY', 'JFT']  | 
            
            
                                                        
            
                                    
            
            
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                        days = cls.env.days_in_range(  | 
            
            
                                                        
            
                                    
            
            
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                            list(LEVERAGED_ETFS.keys())[0],  | 
            
            
                                                        
            
                                    
            
            
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                            pd.Timestamp("2015-02-17", tz='UTC') | 
            
            
                                                        
            
                                    
            
            
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                        )  | 
            
            
                                                        
            
                                    
            
            
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                        cls.sim_params = factory.create_simulation_parameters(  | 
            
            
                                                        
            
                                    
            
            
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                            start=list(LEVERAGED_ETFS.keys())[0],  | 
            
            
                                                        
            
                                    
            
            
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                    83
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                            num_days=4,  | 
            
            
                                                        
            
                                    
            
            
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                    84
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                            env=cls.env  | 
            
            
                                                        
            
                                    
            
            
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                    85
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                        )  | 
            
            
                                                        
            
                                    
            
            
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                    87
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                        cls.sim_params2 = factory.create_simulation_parameters(  | 
            
            
                                                        
            
                                    
            
            
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                            start=cls.trading_day_before_first_kd, num_days=4  | 
            
            
                                                        
            
                                    
            
            
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                        )  | 
            
            
                                                        
            
                                    
            
            
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                        equities_metadata = {} | 
            
            
                                                        
            
                                    
            
            
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                        for i, symbol in enumerate(symbols):  | 
            
            
                                                        
            
                                    
            
            
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                            equities_metadata[i] = { | 
            
            
                                                        
            
                                    
            
            
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                                'start_date': days[0],  | 
            
            
                                                        
            
                                    
            
            
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                                'end_date': days[-1],  | 
            
            
                                                        
            
                                    
            
            
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                                'symbol': symbol  | 
            
            
                                                        
            
                                    
            
            
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                            }  | 
            
            
                                                        
            
                                    
            
            
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                    100
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                        equities_metadata2 = {} | 
            
            
                                                        
            
                                    
            
            
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                    101
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                        for i, symbol in enumerate(symbols):  | 
            
            
                                                        
            
                                    
            
            
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                    102
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                            equities_metadata2[i] = { | 
            
            
                                                        
            
                                    
            
            
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                    103
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                                'start_date': cls.sim_params2.period_start,  | 
            
            
                                                        
            
                                    
            
            
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                                'end_date': cls.sim_params2.period_end,  | 
            
            
                                                        
            
                                    
            
            
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                                'symbol': symbol  | 
            
            
                                                        
            
                                    
            
            
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                    106
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                            }  | 
            
            
                                                        
            
                                    
            
            
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                    108
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                        cls.env.write_data(equities_data=equities_metadata)  | 
            
            
                                                        
            
                                    
            
            
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                        cls.env2.write_data(equities_data=equities_metadata2)  | 
            
            
                                                        
            
                                    
            
            
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                    110
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                    111
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                        cls.tempdir = TempDirectory()  | 
            
            
                                                        
            
                                    
            
            
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                    112
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                        cls.tempdir2 = TempDirectory()  | 
            
            
                                                        
            
                                    
            
            
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                    113
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                    114
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                        cls.data_portal = create_data_portal(  | 
            
            
                                                        
            
                                    
            
            
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                    115
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                            env=cls.env,  | 
            
            
                                                        
            
                                    
            
            
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                    116
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                            tempdir=cls.tempdir,  | 
            
            
                                                        
            
                                    
            
            
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                    117
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                            sim_params=cls.sim_params,  | 
            
            
                                                        
            
                                    
            
            
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                    118
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                            sids=range(0, 5),  | 
            
            
                                                        
            
                                    
            
            
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                    119
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                        )  | 
            
            
                                                        
            
                                    
            
            
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                    120
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                    121
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                        cls.data_portal2 = create_data_portal(  | 
            
            
                                                        
            
                                    
            
            
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                    122
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                            env=cls.env2,  | 
            
            
                                                        
            
                                    
            
            
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                    123
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                            tempdir=cls.tempdir2,  | 
            
            
                                                        
            
                                    
            
            
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                    124
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                            sim_params=cls.sim_params2,  | 
            
            
                                                        
            
                                    
            
            
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                    125
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                            sids=range(0, 5)  | 
            
            
                                                        
            
                                    
            
            
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                    126
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                        )  | 
            
            
                                                        
            
                                    
            
            
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                    128
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                        setup_logger(cls)  | 
            
            
                                                        
            
                                    
            
            
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                    129
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                    130
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                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
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                    131
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                    def tearDownClass(cls):  | 
            
            
                                                        
            
                                    
            
            
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                    132
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                        del cls.env  | 
            
            
                                                        
            
                                    
            
            
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                    133
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                        cls.tempdir.cleanup()  | 
            
            
                                                        
            
                                    
            
            
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                    134
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                        cls.tempdir2.cleanup()  | 
            
            
                                                        
            
                                    
            
            
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                    135
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                        teardown_logger(cls)  | 
            
            
                                                        
            
                                    
            
            
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                    136
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                    137
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                    def test_iterate_over_restricted_list(self):  | 
            
            
                                                        
            
                                    
            
            
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                    138
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                        algo = IterateRLAlgo(symbol='BZQ', sim_params=self.sim_params,  | 
            
            
                                                        
            
                                    
            
            
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                    139
                 | 
                                    
                                                     | 
                
                 | 
                                             env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        algo.run(self.data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertTrue(algo.found)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                    def test_security_list(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        # set the knowledge date to the first day of the  | 
            
            
                                                        
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                        # leveraged etf knowledge date.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                        def get_datetime():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                            return list(LEVERAGED_ETFS.keys())[0]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                        rl = SecurityListSet(get_datetime, self.env.asset_finder)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                        # assert that a sample from the leveraged list are in restricted  | 
            
            
                                                        
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                        should_exist = [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                            asset.sid for asset in  | 
            
            
                                                        
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                            [self.env.asset_finder.lookup_symbol(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                                symbol,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                                as_of_date=self.extra_knowledge_date)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                             for symbol in ["BZQ", "URTY", "JFT"]]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                        ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        for sid in should_exist:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                            self.assertIn(sid, rl.leveraged_etf_list)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                        # assert that a sample of allowed stocks are not in restricted  | 
            
            
                                                        
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                        shouldnt_exist = [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                            asset.sid for asset in  | 
            
            
                                                        
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                            [self.env.asset_finder.lookup_symbol(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                                symbol,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                                as_of_date=self.extra_knowledge_date)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                             for symbol in ["AAPL", "GOOG"]]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                        for sid in shouldnt_exist:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                            self.assertNotIn(sid, rl.leveraged_etf_list)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                    def test_security_add(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                        def get_datetime():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                            return pd.Timestamp("2015-01-27", tz='UTC') | 
            
            
                                                        
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                        with security_list_copy():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                            add_security_data(['AAPL', 'GOOG'], [])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                            rl = SecurityListSet(get_datetime, self.env.asset_finder)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                            should_exist = [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                                asset.sid for asset in  | 
            
            
                                                        
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                                [self.env.asset_finder.lookup_symbol(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                                    symbol,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                                    as_of_date=self.extra_knowledge_date  | 
            
            
                                                        
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                                ) for symbol in ["AAPL", "GOOG", "BZQ", "URTY"]]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                            ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                            for sid in should_exist:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                                self.assertIn(sid, rl.leveraged_etf_list)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                    def test_security_add_delete(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                        with security_list_copy():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                            def get_datetime():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                                return pd.Timestamp("2015-01-27", tz='UTC') | 
            
            
                                                        
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                            rl = SecurityListSet(get_datetime, self.env.asset_finder)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                            self.assertNotIn("BZQ", rl.leveraged_etf_list) | 
            
            
                                                        
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                            self.assertNotIn("URTY", rl.leveraged_etf_list) | 
            
            
                                                        
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_without_rl_violation_via_check(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                        algo = RestrictedAlgoWithCheck(symbol='BZQ',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                                                       sim_params=self.sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                                                       env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                        algo.run(self.data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_without_rl_violation(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                        algo = RestrictedAlgoWithoutCheck(symbol='AAPL',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                                                          sim_params=self.sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                                                          env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                        algo.run(self.data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_with_rl_violation(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                        algo = RestrictedAlgoWithoutCheck(symbol='BZQ',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                                                          sim_params=self.sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                                                          env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                        with self.assertRaises(TradingControlViolation) as ctx:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                            algo.run(self.data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                        self.check_algo_exception(algo, ctx, 0)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                        # repeat with a symbol from a different lookup date  | 
            
            
                                                        
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                        algo = RestrictedAlgoWithoutCheck(symbol='JFT',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                                                          sim_params=self.sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                                                          env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                        with self.assertRaises(TradingControlViolation) as ctx:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                            algo.run(self.data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                        self.check_algo_exception(algo, ctx, 0)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_with_rl_violation_after_knowledge_date(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                        sim_params = factory.create_simulation_parameters(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                            start=list(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                                LEVERAGED_ETFS.keys())[0] + timedelta(days=7), num_days=5,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                            env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                        data_portal = create_data_portal(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                            self.env,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                            self.tempdir,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                            sim_params=sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                            sids=range(0, 5)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                        algo = RestrictedAlgoWithoutCheck(symbol='BZQ',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                                                          sim_params=sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                                                          env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                        with self.assertRaises(TradingControlViolation) as ctx:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                            algo.run(data_portal=data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                        self.check_algo_exception(algo, ctx, 0)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_with_rl_violation_cumulative(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                        Add a new restriction, run a test long after both  | 
            
            
                                                        
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                        knowledge dates, make sure stock from original restriction  | 
            
            
                                                        
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                        set is still disallowed.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                        sim_params = factory.create_simulation_parameters(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                            start=list(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                                LEVERAGED_ETFS.keys())[0] + timedelta(days=7), num_days=4)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                        with security_list_copy():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                            add_security_data(['AAPL'], [])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                            algo = RestrictedAlgoWithoutCheck(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                                symbol='BZQ', sim_params=sim_params, env=self.env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                            with self.assertRaises(TradingControlViolation) as ctx:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                                algo.run(self.data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                            self.check_algo_exception(algo, ctx, 0)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_without_rl_violation_after_delete(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                        new_tempdir = TempDirectory()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                        try:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                            with security_list_copy():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                                # add a delete statement removing bzq  | 
            
            
                                                        
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                                # write a new delete statement file to disk  | 
            
            
                                                        
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                                add_security_data([], ['BZQ'])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                                # now fast-forward to self.extra_knowledge_date.  requires  | 
            
            
                                                        
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                                # a new env, simparams, and dataportal  | 
            
            
                                                        
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                                env = TradingEnvironment()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                                sim_params = factory.create_simulation_parameters(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                                    start=self.extra_knowledge_date, num_days=4, env=env)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                                env.write_data(equities_data={ | 
            
            
                                                        
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                                    "0": { | 
            
            
                                                        
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                                        'symbol': 'BZQ',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                                        'start_date': sim_params.period_start,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                                        'end_date': sim_params.period_end,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                                    }  | 
            
            
                                                        
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                                })  | 
            
            
                                                        
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                                data_portal = create_data_portal(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                                    env,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                                    new_tempdir,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                                    sim_params,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                                    range(0, 5)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                                )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                                algo = RestrictedAlgoWithoutCheck(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                                    symbol='BZQ', sim_params=sim_params, env=env  | 
            
            
                                                        
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                                )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                                algo.run(data_portal)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                        finally:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                            new_tempdir.cleanup()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    303
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    304
                 | 
                                    
                                                     | 
                
                 | 
                    def test_algo_with_rl_violation_after_add(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    305
                 | 
                                    
                                                     | 
                
                 | 
                        with security_list_copy():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    306
                 | 
                                    
                                                     | 
                
                 | 
                            add_security_data(['AAPL'], [])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    307
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    308
                 | 
                                    
                                                     | 
                
                 | 
                            algo = RestrictedAlgoWithoutCheck(symbol='AAPL',  | 
            
            
                                                        
            
                                    
            
            
                | 
                    309
                 | 
                                    
                                                     | 
                
                 | 
                                                              sim_params=self.sim_params2,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    310
                 | 
                                    
                                                     | 
                
                 | 
                                                              env=self.env2)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    311
                 | 
                                    
                                                     | 
                
                 | 
                            with self.assertRaises(TradingControlViolation) as ctx:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    312
                 | 
                                    
                                                     | 
                
                 | 
                                algo.run(self.data_portal2)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    313
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    314
                 | 
                                    
                                                     | 
                
                 | 
                            self.check_algo_exception(algo, ctx, 2)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    315
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    316
                 | 
                                    
                                                     | 
                
                 | 
                    def check_algo_exception(self, algo, ctx, expected_order_count):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    317
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertEqual(algo.order_count, expected_order_count)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    318
                 | 
                                    
                                                     | 
                
                 | 
                        exc = ctx.exception  | 
            
            
                                                        
            
                                    
            
            
                | 
                    319
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertEqual(TradingControlViolation, type(exc))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    320
                 | 
                                    
                                                     | 
                
                 | 
                        exc_msg = str(ctx.exception)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    321
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertTrue("RestrictedListOrder" in exc_msg) | 
            
            
                                                        
            
                                    
            
            
                | 
                    322
                 | 
                                    
                                                     | 
                
                 | 
                 |