1. More spacing in text 2. Avoid italics 3. More comments in code to explain code 4. `list(falklands_df.columns)` is the line necessary - as the output is very long 5. train/test split - could be clearer - test/train split 20% and 25% is confusing 6. Explain features even if they are small e.g. `%%time` 7. Consider if using [`sklearn.metrics.confusion_matrix()`](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html) and [`sklearn.metrics.ConfusionMatrixDisplay()`](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html) could make code simplier?
list(falklands_df.columns)is the line necessary - as the output is very long%%timesklearn.metrics.confusion_matrix()andsklearn.metrics.ConfusionMatrixDisplay()could make code simplier?