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import matplotlib.pyplot as plt | |
import matplotlib.dates as mdates | |
def plot_stock_data_with_signals(stock_data): | |
""" | |
Creates a plot of stock data along with SMAs, Bollinger Bands, and buy/sell signals, | |
tailored for display in a Streamlit app. | |
Parameters: | |
- stock_data (pd.DataFrame): The stock data with 'Close', 'SMA_21', 'SMA_50', | |
'BB_Upper', 'BB_Lower', 'Buy_Signal', and 'Sell_Signal' columns. | |
""" | |
fig, ax = plt.subplots(figsize=(14, 7)) | |
# Plotting the closing prices | |
ax.plot(stock_data.index, stock_data['Close'], label='Close Price', color='blue', alpha=0.5) | |
# Plotting the SMAs | |
ax.plot(stock_data.index, stock_data['SMA_21'], label='21-Period SMA', color='orange', alpha=0.75) | |
ax.plot(stock_data.index, stock_data['SMA_50'], label='50-Period SMA', color='green', alpha=0.75) | |
# Plotting the Bollinger Bands | |
ax.plot(stock_data.index, stock_data['BB_Upper'], label='Upper Bollinger Band', color='red', linestyle='--', alpha=0.5) | |
ax.plot(stock_data.index, stock_data['BB_Lower'], label='Lower Bollinger Band', color='cyan', linestyle='--', alpha=0.5) | |
# Highlighting buy and sell signals | |
buy_signals = stock_data[stock_data['Buy_Signal']] | |
sell_signals = stock_data[stock_data['Sell_Signal']] | |
ax.scatter(buy_signals.index, buy_signals['Close'], label='Buy Signal', marker='^', color='green', alpha=1, s=100) | |
ax.scatter(sell_signals.index, sell_signals['Close'], label='Sell Signal', marker='v', color='red', alpha=1, s=100) | |
# Setting title and labels | |
ax.set_title("Stock Price with Indicators and Signals") | |
ax.set_xlabel("Date") | |
ax.set_ylabel("Price") | |
# Formatting date on the x-axis | |
ax.xaxis.set_major_locator(mdates.WeekdayLocator()) | |
ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d')) | |
fig.autofmt_xdate() | |
# Adding legend | |
ax.legend() | |
# Instead of plt.show(), just return the figure object | |
return fig | |