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import pandas as pd | |
def calculate_sma(data, column='close', period=21): | |
""" | |
Calculates the Simple Moving Average (SMA) for a specified column in the data DataFrame. | |
Args: | |
data (pd.DataFrame): The input DataFrame containing the price data. | |
column (str): The name of the column to calculate the SMA on. Default is 'close'. | |
period (int): The period over which to calculate the SMA. Default is 21. | |
Returns: | |
pd.Series: A pandas Series containing the SMA for the specified period. | |
""" | |
sma = data[column].rolling(window=period, min_periods=1).mean() | |
return sma | |
# Example usage: | |
# Assuming `data` is a pandas DataFrame with a 'close' column containing closing prices: | |
# sma21 = calculate_sma(data, column='close', period=21) | |
# data['SMA_21'] = sma21 | |