traders_copilot_mzza_25.data
Functions
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Generate synthetic stock data. |
Module Contents
- traders_copilot_mzza_25.data.generate_synthetic_data(start_date, end_date, num_records=252, seed=40)[source]
Generate synthetic stock data.
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.
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())