Merge branch 'master' into spacy

Author: iansedano

spacy/README.md

@@ -1,5 +1,5 @@
 # Natural Language Processing With spaCy in Python
 
-Corresponding code for ["Natural Language Processing With spaCy in Python"](https://realpython.com/natural-language-processing-with-spacy-in-python/)
+Corresponding code for the Real Python tutorial [Natural Language Processing With spaCy in Python](https://realpython.com/natural-language-processing-spacy-python/)
 
-All the examples from the article have been combined into one file. For the best experience use VS Code with the [Jupyter extension](https://marketplace.visualstudio.com/items?itemName=ms-toolsai.jupyter). This uses the `# %%` token as a delimiter for separate cells, allowing you to run each cell one by one and inspect the output.
+All the examples from the tutorial have been combined into one file. For the best experience, use VS Code with the [Jupyter extension](https://marketplace.visualstudio.com/items?itemName=ms-toolsai.jupyter). This uses the `# %%` token as a delimiter for separate cells, allowing you to run cells one by one and inspect the output.

spacy/examples.py

@@ -218,7 +218,7 @@ def set_custom_boundaries(doc):
     ).most_common(5)
 )
 
-# %% Part of speech tagging
+# %% Part-of-speech tagging
 
 for token in about_doc[:5]:
     print(
@@ -287,7 +287,7 @@ def preprocess_token(token):
 
 print(complete_filtered_tokens)
 
-# %% Rule based matching
+# %% Rule-based matching
 
 matcher = Matcher(nlp.vocab)