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160fe8a
1
Parent(s):
96f9491
wew
Browse files
app.py
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import gradio as gr
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import requests
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import pandas as pd
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# Alpha Vantage API key
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API_KEY = "PJRAUD6KHJ2O097X"
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def get_stock_data(symbol):
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url = f"https://www.alphavantage.co/query?function=TIME_SERIES_DAILY&symbol={symbol}&apikey={API_KEY}"
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response = requests.get(url)
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data = response.json()
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if "Time Series (Daily)" in data:
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df = pd.DataFrame(data["Time Series (Daily)"]).T
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df.columns = ["Open", "High", "Low", "Close", "Volume"]
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else:
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return "Data not found or invalid stock symbol."
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# Gradio app interface
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iface = gr.Interface(
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fn=get_stock_data,
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inputs=
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)
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if __name__ == "__main__":
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import gradio as gr
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import requests
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import pandas as pd
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import matplotlib.pyplot as plt
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API_KEY = "PJRAUD6KHJ2O097X"
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def get_stock_data(symbol, start_date, end_date):
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url = f"https://www.alphavantage.co/query?function=TIME_SERIES_DAILY&symbol={symbol}&apikey={API_KEY}"
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response = requests.get(url)
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data = response.json()
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if "Time Series (Daily)" in data:
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df = pd.DataFrame(data["Time Series (Daily)"]).T
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df.index = pd.to_datetime(df.index)
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df = df.loc[start_date:end_date]
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df.columns = ["Open", "High", "Low", "Close", "Volume"]
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# Plotting
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plt.figure(figsize=(10, 5))
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plt.plot(df['Close'], label='Close Price')
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plt.title(f'Closing Price of {symbol}')
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plt.xlabel('Date')
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plt.ylabel('Price')
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plt.legend()
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plt.grid(True)
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plt.xticks(rotation=45)
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plt.tight_layout()
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return df.to_html(), gr.Image.from_matplotlib(plt)
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else:
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return "Data not found or invalid stock symbol.", None
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iface = gr.Interface(
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fn=get_stock_data,
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inputs=[
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gr.Textbox(label="Stock Symbol", placeholder="Enter a stock symbol (like AAPL, MSFT)"),
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gr.Date(label="Start Date"),
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gr.Date(label="End Date")
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],
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outputs=["html", "plot"],
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title="Personalized Stock Market Data App",
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description="Enter a stock symbol and date range to fetch its daily time series data."
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)
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if __name__ == "__main__":
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