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import gradio as gr |
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from arima_forecast import forecast |
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def run_forecast(comm_code): |
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pred, actual, mape = forecast(comm_code=int(comm_code)) |
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result_df = actual.to_frame(name="Actual") |
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result_df["Forecast"] = pred |
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return result_df, f"MAPE (Accuracy): {round(mape*100, 2)}%" |
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iface = gr.Interface( |
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fn=run_forecast, |
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inputs=gr.Textbox(label="Enter COMM_CODE (e.g., 13011000)"), |
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outputs=[ |
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gr.Dataframe(label="Forecast vs Actual"), |
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gr.Text(label="Accuracy") |
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], |
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title="Commodity Price Forecast (ARIMA)", |
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description="Enter a commodity code to forecast next 6 months using ARIMA." |
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) |
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iface.launch() |
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