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Update app.py
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app.py
CHANGED
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@@ -35,35 +35,18 @@ def get_statistics():
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favorite_topping = boba_data['Toppings'].mode()[0]
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average_sugar = boba_data['Sugar'].mean()
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total_spent = boba_data['Price'].sum()
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axs[0].set_title('Sugar Distribution')
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axs[0].set_xlabel('Sugar (%)')
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axs[0].set_ylabel('Frequency')
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# Plot 2: Rating Distribution
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sns.histplot(boba_data['Rating'], bins=5, kde=True, ax=axs[1])
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axs[1].set_title('Rating Distribution')
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axs[1].set_xlabel('Rating')
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axs[1].set_ylabel('Frequency')
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# Save plots to BytesIO and convert to image
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img = BytesIO()
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plt.savefig(img, format='png')
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plt.close(fig)
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img.seek(0)
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return (f"Total drinks: {total_drinks}\n"
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f"Favorite drink: {favorite_drink}\n"
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f"Favorite topping: {favorite_topping}\n"
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f"Average sugar level: {average_sugar:.2f}%\n"
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f"Total spent: ${total_spent:.2f}", img.getvalue())
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else:
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return "No data available", None
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# Define Gradio inputs and interface
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inputs = [
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@@ -92,19 +75,12 @@ leaderboard_iface = gr.Interface(
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title="Boba Leaderboard"
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)
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def display_statistics():
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stats_text, stats_img = get_statistics()
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if stats_img:
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return [stats_text, gr.Image(value=stats_img)]
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else:
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return stats_text
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stats_iface = gr.Interface(
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fn=
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inputs=None,
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outputs=
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title="Boba Consumption Stats"
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)
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# Combine all interfaces into one app
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gr.TabbedInterface([iface, leaderboard_iface, stats_iface], ["Data Entry", "Leaderboard", "Statistics"]).launch()
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favorite_topping = boba_data['Toppings'].mode()[0]
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average_sugar = boba_data['Sugar'].mean()
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total_spent = boba_data['Price'].sum()
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else:
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favorite_drink = "No data"
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favorite_topping = "No data"
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average_sugar = "No data"
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total_spent = 0
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return (f"Total drinks: {total_drinks}\n"
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f"Favorite drink: {favorite_drink}\n"
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f"Favorite topping: {favorite_topping}\n"
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f"Average sugar level: {average_sugar:.2f}%\n"
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f"Total spent: ${total_spent:.2f}")
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# Define Gradio inputs and interface
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inputs = [
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title="Boba Leaderboard"
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)
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stats_iface = gr.Interface(
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fn=get_statistics,
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inputs=None,
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outputs="text",
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title="Boba Consumption Stats"
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)
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# Combine all interfaces into one app
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gr.TabbedInterface([iface, leaderboard_iface, stats_iface], ["Data Entry", "Leaderboard", "Statistics"]).launch()
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