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index 599d098d..edcbf55f 100644
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@@ -931,7 +931,7 @@ <h3 class="callout-title">Changing dictionaries</h3>
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diff --git a/03-index-slice-subset.html b/03-index-slice-subset.html
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diff --git a/04-data-types-and-format.html b/04-data-types-and-format.html
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diff --git a/05-merging-data.html b/05-merging-data.html
index edb29d2c..6547aaff 100644
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@@ -890,7 +890,7 @@ <h3 class="callout-title">Challenge - Distributions</h3>
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@@ -1065,7 +1065,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/06-loops-and-functions.html b/06-loops-and-functions.html
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 <ol style="list-style-type: decimal"><li>
 <p>For example, using an integer and a string:</p>
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@@ -1746,7 +1746,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/07-visualization-ggplot-python.html b/07-visualization-ggplot-python.html
index eac2f868..71b82860 100644
--- a/07-visualization-ggplot-python.html
+++ b/07-visualization-ggplot-python.html
@@ -528,7 +528,7 @@ <h3 class="callout-title">Challenge - bar chart</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
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@@ -657,7 +657,7 @@ <h3 class="callout-title">Challenge - Bar plot adaptations</h3>
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@@ -879,7 +879,7 @@ <h3 class="callout-title">Challenge - facetting</h3>
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 <div class="codewrapper sourceCode" id="cb29">
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@@ -1084,7 +1084,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/08-putting-it-all-together.html b/08-putting-it-all-together.html
index d81a494a..421b5711 100644
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+++ b/08-putting-it-all-together.html
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diff --git a/09-working-with-sql.html b/09-working-with-sql.html
index 85ed994b..d8670454 100644
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   "dateCreated": "2015-03-19",
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diff --git a/404.html b/404.html
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--- a/404.html
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
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   "dateModified": "2023-05-08",
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diff --git a/CONTRIBUTORS.html b/CONTRIBUTORS.html
index 957d7b16..9e9a2ce6 100644
--- a/CONTRIBUTORS.html
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   "dateCreated": "2015-03-19",
   "dateModified": "2023-05-08",
-  "datePublished": "2024-10-01"
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diff --git a/LICENSE.html b/LICENSE.html
index 01ef9721..0b1218eb 100644
--- a/LICENSE.html
+++ b/LICENSE.html
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   "dateCreated": "2015-03-19",
   "dateModified": "2023-05-08",
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diff --git a/aio.html b/aio.html
index 5c081bb6..5351ce00 100644
--- a/aio.html
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 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>What happens when you execute <code>a_list[1] = 5</code>?</li>
@@ -1342,7 +1342,7 @@ <h3 class="callout-title">Changing dictionaries</h3>
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 <ol style="list-style-type: decimal"><li>
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@@ -4205,7 +4205,7 @@ <h3 class="callout-title">Challenge - Combine Data</h3>
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@@ -4561,7 +4561,7 @@ <h3 class="callout-title">Challenge - Distributions</h3>
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 <p>We get the expected files for all years between 1977 and 2002, plus
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 <p>The number of individuals for each taxa in each plot per sex can be
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+++ b/reference.html
@@ -546,7 +546,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/python-ecology-lesson/reference.html",
   "dateCreated": "2015-03-19",
   "dateModified": "2024-02-21",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>