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Start by installing Python 3.11 and creating a virtual environment. Beginners often skip the activation step, which leads to packages being installed globally and later causing version conflicts. Verify the setup by running python -c "import sys; print(sys.version)". In a real project this isolation ensures that the dashboard code does not interfere with other tools on the machine, and makes deployment to cloud functions smoother.
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