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import gradio as gr | |
import yfinance as yf | |
import pandas as pd | |
# Mapping company names to their ticker symbols | |
company_dict = { | |
"Apple": "AAPL", | |
"Google": "GOOGL", | |
"Microsoft": "MSFT", | |
"Amazon": "AMZN", | |
"Tesla": "TSLA" | |
} | |
# Function to fetch ESG data for the selected company | |
def fetch_esg_data(company_name): | |
ticker = company_dict[company_name] | |
stock = yf.Ticker(ticker) | |
esg_data = stock.sustainability | |
if esg_data is not None and not esg_data.empty: | |
esg_df = pd.DataFrame(esg_data) | |
esg_scores = esg_df.loc[["environmentScore", "socialScore", "governanceScore"], :].dropna().astype(float) | |
plot_df = pd.DataFrame({ | |
"ESG Category": ["Environment", "Social", "Governance"], | |
"Score": esg_scores.squeeze().values | |
}) | |
# Save the ESG data to a CSV file | |
csv_filename = f"{ticker}_esg_data.csv" | |
esg_df.to_csv(csv_filename) | |
return plot_df, csv_filename | |
else: | |
return pd.DataFrame(), None | |
# Gradio interface | |
def app_interface(): | |
with gr.Blocks() as app: | |
# Dropdown to select company name | |
company = gr.Dropdown( | |
label="Select Company", | |
choices=list(company_dict.keys()), | |
value="Apple", # Default value | |
interactive=True # Make it interactive | |
) | |
# Button to fetch and plot ESG data | |
plot_button = gr.Button("Generate ESG Plot") | |
# LinePlot component for displaying the ESG data | |
line_plot = gr.LinePlot(label="ESG Scores Line Plot", x="ESG Category", y="Score", overlay_point=True) | |
# ScatterPlot component for displaying the ESG data | |
scatter_plot = gr.ScatterPlot(label="ESG Scores Scatter Plot", x="ESG Category", y="Score", overlay_point=True) | |
# File output for CSV download | |
csv_output = gr.File(label="Download CSV") | |
# Define the action when the "Generate ESG Plot" button is clicked | |
plot_button.click(fn=fetch_esg_data, inputs=company, outputs=[line_plot, csv_output, scatter_plot]) | |
return app | |
# Launch the Gradio app | |
app = app_interface() | |
app.launch() | |