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--- a/README.md
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@@ -1,6 +1,6 @@
 # Web Scraping with Python Code Samples
 
-These code samples are for the book <a href="http://shop.oreilly.com/product/0636920078067.do">Web Scraping with Python 2nd Edition</a>
+These code samples are from the book <a href="http://shop.oreilly.com/product/0636920078067.do">Web Scraping with Python 2nd Edition</a>
 
 If you're looking for the first edition code files, they can be found in the <a href="https://github.com/REMitchell/python-scraping/tree/master/v1">v1</a> directory.