Measure Text Weight using TF-IDF in Python and scikit-learn

How we can use TF-IDF to give weights # to text data, and figure out why the result from scikit-learn is different compare with formula from Textbooks

Image by Andrew Zhu, my son, Charles’s lego board

When dealing with text data, we want to measure the importance of a word to a document of a full text collection…