Open the week’s lab slides before each class. After-class data analysis has two levels: beginners use Excel practice workbooks (W1–W8) and Orange workflows (spectroscopy weeks), with no coding; advanced students use Colab, or download the notebooks to run Python in Jupyter. For the underlying principles, see the Nielsen slides for each chapter.