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diff --git a/chapters/part3/multinomial/index.html b/chapters/part3/multinomial/index.html
@@ -88,3 +88,7 @@ <h3>Examples</h3>
  </div>
 
 <p>The multinomial is especially popular because of its use as a model of language. For a full example see the <a href="{{pathToLang}}examples/federalist">Federalist Paper Authorship</a> example.</p>
+
+<h3>Joint Probability</h3>
+
+<p>A way to deeper understand the multinomial is to derive the joint probability function for a particular multinomial. Consider a multinomial with $n = 7$ outcomes where each outcome can be one of three values ${S,C,R}$ </p>
diff --git a/en/ProbabilityForComputerScientists.pdf b/en/ProbabilityForComputerScientists.pdf
diff --git a/en/part3/multinomial/index.html b/en/part3/multinomial/index.html
@@ -441,6 +441,10 @@ <h3>Examples</h3>
 
 <p>The multinomial is especially popular because of its use as a model of language. For a full example see the <a href="../../examples/federalist">Federalist Paper Authorship</a> example.</p>
 
+<h3>Joint Probability</h3>
+
+<p>A way to deeper understand the multinomial is to derive the joint probability function for a particular multinomial. Consider a multinomial with $n = 7$ outcomes where each outcome can be one of three values ${S,C,R}$ </p>
+
 
 
 

diff --git a/print/hash_values.json b/print/hash_values.json
@@ -43,7 +43,7 @@
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diff --git a/print/pdfs/multinomial.pdf b/print/pdfs/multinomial.pdf
diff --git a/print/pdfs/separator_intro.pdf b/print/pdfs/separator_intro.pdf
diff --git a/print/pdfs/separator_part1.pdf b/print/pdfs/separator_part1.pdf
diff --git a/print/pdfs/separator_part2.pdf b/print/pdfs/separator_part2.pdf
diff --git a/print/pdfs/separator_part3.pdf b/print/pdfs/separator_part3.pdf
diff --git a/print/pdfs/separator_part4.pdf b/print/pdfs/separator_part4.pdf
diff --git a/print/pdfs/separator_part5.pdf b/print/pdfs/separator_part5.pdf
diff --git a/searchIndex.json b/searchIndex.json