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+# Base image
+FROM python:3.10.12
+
+# Set working directory in the container
+WORKDIR /app
+
+# Copy the required files into the container
+COPY best_models /app/best_models
+COPY app.py /app/app.py
+COPY requirements.txt /app/requirements.txt
+
+# Install necessary dependencies
+RUN pip install --upgrade pip
+RUN pip install -r requirements.txt
+
+# Expose the port
+EXPOSE 8501
+
+# Command to run the Streamlit app
+CMD ["streamlit", "run", "--server.port=8501", "app.py"]