traders_copilot_mzza_25.data
============================

.. py:module:: traders_copilot_mzza_25.data


Functions
---------

.. autoapisummary::

   traders_copilot_mzza_25.data.generate_synthetic_data


Module Contents
---------------

.. py:function:: generate_synthetic_data(start_date, end_date, num_records=252, seed=40)

   Generate synthetic stock data.

       Parameters
       ----------
           start_date (str): Start date in YYYY-MM-DD format.
           end_date (str): End date in YYYY-MM-DD format.
           num_records (int): Number of records to generate
           (default is 252 trading days in a year in major stock markets).
           seed (int): Random seed for reproducibility.

       Returns
       -------
           pd.DataFrame: A DataFrame containing the generated stock data with 'Date', 'Open', 'High', 'Low',
           'Close', 'Adj Close', and 'Volume' columns.

       Example
   if __name__ == "__main__":
       start_date = "2023-01-01"
       end_date = "2023-12-31"
       num_records = 252

       Generate the data
       synthetic_data = generate_synthetic_data(start_date, end_date, num_records)
       print("Synthetic Stock Data:")
       print(synthetic_data.head())