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Here's the code that does all these actions to initialise the system. class System: def __init__(self, agents, queue, initial_date, customer_requests_df, logging = True): initial_time = datetime.datetime(initial_date.year, initial_date.month, initial_date.day, 0, 0, 0) self.agents = agents