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UE Microwave Remote Sensing (120.030)

These are the hand-outs and exercises of the Master course Microwave Remote Sensing (120.030) at the TU Wien.

A guide for creating the notebooks and the environments in JupiterHub can be found in the file Index.qmd.

Generate Jupyter Conda environment and Jupyter Kernel from yml

To re-create the environment as a Jupyter kernel for execution of the notebooks, do the following:

  • Open a Terminal from the same level as this Markdown README file.
  • Type the following into the terminal.
make kernel

Select the kernel microwave-remote-sensing.

Clean-up

To remove Jupyter checkpoints run:

make clean

In order to remove the Conda environments and Jupyter kernels run:

make teardown

Developing

Use the environment.yml to setup a conda environment for developing the lecture notebooks. Commit notebooks without output for smaller file sizes and interactive teaching. For convenience use nbstripout to clean notebooks, like so:

pip install nbstripout
nbstripout **/*.ipynb

# Alternatively using uv (no installation necessary)
uvx nbstripout **/*.ipynb

Tip

To use uvx the uv package manager needs to be installed.

Check you code for correct syntax as we want to show off good practices. You can use ruff to check your writing.

# To run the ruff linter
uvx ruff check --fix

# To run the ruff formatter
uvx ruff format

Important

Keep in mind, that the homework notebooks are automatically excluded from formatting with ruff and typechecking with ty, as defined in the pyproject.toml file.

The pre-commit hooks can be used to check whether outputs are empty. This can be achieved, like so:

pip install pre-commit
pre-commit install

# Alternatively using uv (no installation necessary)
uvx pre-commit install

To type check your code/notebook, and to make your code a little more static you might want to run:

uvx ty check

Alternatively a static type-checker like mypy can also be used, but that is more difficult to run on notebooks.

To run all of the mentioned tools you can use the following command. This will run the linter, the formatter, the typechecker and strips the notebooks outputs.

make chore

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A collection of notebooks for microwave remote sensing exercise

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