Hi, In the chapter 7 :: https://github.com/dipanjanS/practical-machine-learning-with-python/blob/master/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/Text%20Normalization%20Demo.ipynb , please use contractions_dict instead of "import CONTRACTION_MAP". Also, please correct the spaCy load.