This app runs a Jupyter notebook server. Although the on-screen URL says "localhost", it's actually listening on all network interfaces.
A random 8-character password is generated and displayed on-screen. This will persist until the app is uninstalled, so you can save it in your browser if you want.
Matplotlib is included: the %matplotlib inline and %matplotlib notebook modes both work.
The notebook runs with the following limitations:
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Only one kernel can run at a time. The app shows a status bar notification whenever the kernel is active. Before opening a different notebook, shut down the active one with the Kernel > Shutdown command, or the "Running" tab in the main window. Merely closing the notebook in your browser is not enough.
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The Kernel > Interrupt command does not work. Use Kernel > Restart instead.