The link to LIME looks a bit out of place - LIME is an algorithm of explaining classifier decisions which is most useful for cases when you can't inspect weight

The link to LIME looks a bit out of place - LIME is an algorithm of explaining classifier decisions which is most useful for cases when you can't inspect weights and map them back to features. For TF*IDF + Logistic Regression there is no need to use LIME, one can just use weights and feature names directly. LIME is more helpful for all other models (there is a lot of caveats though), not for the basic tfidf + linear classifier model.