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diff --git a/en/ProbabilityForComputerScientists.pdf b/en/ProbabilityForComputerScientists.pdf
diff --git a/en/examples/diversity_shapes/index.html b/en/examples/diversity_shapes/index.html
@@ -462,7 +462,7 @@ <h3>Gini Imputiy in Decision Trees</h3>
 
 <h3>Going Further</h3>
 
-<p>Note: in the midterm students were asked to calculate the "Expected" Gini Score, instead of the max. That uses <a href="../../part2/expectation/">Expecataion</a>, a concept we will learn in the next section. We also asked for the Gini Impurity of a <a href="../../../part2/poisson/">Poisson random variable</a>, a concept from Part 3.</p>
+<p>Note: in the midterm students were asked to calculate the "Expected" Gini Score, instead of the max. That uses <a href="../../part2/expectation/">Expectation</a>, a concept we will learn in the next section. We also asked for the Gini Impurity of a <a href="../../../part2/poisson/">Poisson random variable</a>, a concept from Part 3.</p>
 
 
 

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diff --git a/print/pdfs/diversity_shapes.pdf b/print/pdfs/diversity_shapes.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
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Expand Up		@@ -462,7 +462,7 @@ <h3>Gini Imputiy in Decision Trees</h3>

		<h3>Going Further</h3>

		<p>Note: in the midterm students were asked to calculate the "Expected" Gini Score, instead of the max. That uses <a href="../../part2/expectation/">Expecataion</a>, a concept we will learn in the next section. We also asked for the Gini Impurity of a <a href="../../../part2/poisson/">Poisson random variable</a>, a concept from Part 3.</p>
		<p>Note: in the midterm students were asked to calculate the "Expected" Gini Score, instead of the max. That uses <a href="../../part2/expectation/">Expectation</a>, a concept we will learn in the next section. We also asked for the Gini Impurity of a <a href="../../../part2/poisson/">Poisson random variable</a>, a concept from Part 3.</p>



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