diff --git a/05/index.html b/05/index.html
index bb2a221..e186309 100644
--- a/05/index.html
+++ b/05/index.html
@@ -116,12 +116,12 @@ reading_structure: ocr/output.txt
     <h3>Chapter 4 - Natasha Berting</h3>
     <em>How Bias Spreads from the Canon to the Web + Erase / Replace</em>
 	<pre>
-erase: tiffs hocrs  ## Natasha: Analyzes pages in order, erases least common words from view. Dependencies: PIL, html5lib, FPDF
+erase: tiffs hocrs 
     python3 src/erase_leastcommon.py
     rm $(input-hocr)
     rm $(images-tiff)
 
-replace:tiffs hocrs ## Natasha: Analyzes pages in order, replace least common words with most common words. Dependencies: PIL, html5lib, FPDF
+replace:tiffs hocrs 
     python3 src/replace_leastcommon.py
     rm $(input-hocr)
     rm $(images-tiff)