diff --git a/01-regular-expressions.html b/01-regular-expressions.html
index beb64fea..583d2b89 100644
--- a/01-regular-expressions.html
+++ b/01-regular-expressions.html
@@ -232,7 +232,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Regular Expressions</h1>
-        <p> Last updated on 2023-05-03 | 
+        <p> Last updated on 2023-07-03 | 
         
         <a href="https://github.com/librarycarpentry/lc-data-intro/edit/main/episodes/01-regular-expressions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -688,8 +688,8 @@ <h4 class="accordion-header" id="headingSolution7">
 spreadsheet to make new columns. There are many other contexts in which
 regex is useful when using a computer to search through a document,
 spreadsheet, or file structure. Some real-world use cases for regex are
-included on a <a href="https://www.bohyunkim.net/blog/archives/2595#.YTc3rzeSkUo" class="external-link">Library
-Hat blog post</a> .</p>
+included on a <a href="https://acrl.ala.org/techconnect/post/fear-no-longer-regular-expressions/" class="external-link">ACRL
+Tech Connect blog post</a> .</p>
 <p>To embed this knowledge we will not - however - be using computers.
 Instead we’ll use pen and paper for now.</p>
 </div>
@@ -1095,8 +1095,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2018-04-12",
-  "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
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 }
 
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diff --git a/02-match-extract-strings.html b/02-match-extract-strings.html
index 5647ee3a..c46b7aa4 100644
--- a/02-match-extract-strings.html
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   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/03-quiz.html b/03-quiz.html
index b09185d0..c9915905 100644
--- a/03-quiz.html
+++ b/03-quiz.html
@@ -295,7 +295,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Answer
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -327,7 +327,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Answer
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -359,7 +359,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Answer
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -391,7 +391,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Answer
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><strong>B</strong></p>
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@@ -423,7 +423,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Answer
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p><strong>C</strong></p>
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@@ -456,7 +456,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Answer
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p><strong>B</strong></p>
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-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p><strong>C</strong></p>
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@@ -521,7 +521,7 @@ <h4 class="accordion-header" id="headingSolution8">
   Answer
   </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
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   Answer
   </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
 <div class="accordion-body">
 <p><strong>C</strong></p>
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@@ -585,7 +585,7 @@ <h4 class="accordion-header" id="headingSolution10">
   Answer
   </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -619,7 +619,7 @@ <h4 class="accordion-header" id="headingSolution11">
   Answer
   </h4>
 </button>
-<div id="collapseSolution11" class="accordion-collapse collapse" aria-labelledby="headingSolution11" data-bs-parent="#accordionSolution11">
+<div id="collapseSolution11" class="accordion-collapse collapse" data-bs-parent="#accordionSolution11" aria-labelledby="headingSolution11">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -652,7 +652,7 @@ <h4 class="accordion-header" id="headingSolution12">
   Answer
   </h4>
 </button>
-<div id="collapseSolution12" class="accordion-collapse collapse" aria-labelledby="headingSolution12" data-bs-parent="#accordionSolution12">
+<div id="collapseSolution12" class="accordion-collapse collapse" data-bs-parent="#accordionSolution12" aria-labelledby="headingSolution12">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -725,7 +725,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
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diff --git a/04-exercises.html b/04-exercises.html
index 704e0054..b8a52ef4 100644
--- a/04-exercises.html
+++ b/04-exercises.html
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   "dateCreated": "2018-04-12",
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-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
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diff --git a/404.html b/404.html
index d29cd7ab..66c70425 100644
--- a/404.html
+++ b/404.html
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-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
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 }
 
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index e31261f3..de363f07 100644
--- a/CODE_OF_CONDUCT.html
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   "dateCreated": "2018-04-12",
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-  "datePublished": "2023-06-27"
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diff --git a/LICENSE.html b/LICENSE.html
index a5f8e4ff..4c4cf40b 100644
--- a/LICENSE.html
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   "dateCreated": "2018-04-12",
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-  "datePublished": "2023-06-27"
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diff --git a/aio.html b/aio.html
index f33b7759..658c83df 100644
--- a/aio.html
+++ b/aio.html
@@ -274,7 +274,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-01-regular-expressions"><p>Content from <a href="01-regular-expressions.html">Regular Expressions</a></p>
 <hr>
-<p> Last updated on 2023-05-03 | 
+<p> Last updated on 2023-07-03 | 
         
         <a href="https://github.com/librarycarpentry/lc-data-intro/edit/main/episodes/01-regular-expressions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -740,8 +740,8 @@ <h4 class="accordion-header" id="headingSolution7">
 spreadsheet to make new columns. There are many other contexts in which
 regex is useful when using a computer to search through a document,
 spreadsheet, or file structure. Some real-world use cases for regex are
-included on a <a href="https://www.bohyunkim.net/blog/archives/2595#.YTc3rzeSkUo" class="external-link">Library
-Hat blog post</a> .</p>
+included on a <a href="https://acrl.ala.org/techconnect/post/fear-no-longer-regular-expressions/" class="external-link">ACRL
+Tech Connect blog post</a> .</p>
 <p>To embed this knowledge we will not - however - be using computers.
 Instead we’ll use pen and paper for now.</p>
 </div>
@@ -1776,7 +1776,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Answer
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -1813,7 +1813,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Answer
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -1850,7 +1850,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Answer
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -1887,7 +1887,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Answer
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -1924,7 +1924,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Answer
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -1962,7 +1962,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Answer
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -2000,7 +2000,7 @@ <h4 class="accordion-header" id="headingSolution7">
   Answer
   </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -2037,7 +2037,7 @@ <h4 class="accordion-header" id="headingSolution8">
   Answer
   </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p><strong>A</strong></p>
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@@ -2074,7 +2074,7 @@ <h4 class="accordion-header" id="headingSolution9">
   Answer
   </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
 <div class="accordion-body">
 <p><strong>C</strong></p>
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@@ -2111,7 +2111,7 @@ <h4 class="accordion-header" id="headingSolution10">
   Answer
   </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
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 <p><strong>A</strong></p>
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@@ -2150,7 +2150,7 @@ <h4 class="accordion-header" id="headingSolution11">
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   </h4>
 </button>
-<div id="collapseSolution11" class="accordion-collapse collapse" aria-labelledby="headingSolution11" data-bs-parent="#accordionSolution11">
+<div id="collapseSolution11" class="accordion-collapse collapse" data-bs-parent="#accordionSolution11" aria-labelledby="headingSolution11">
 <div class="accordion-body">
 <p><strong>B</strong></p>
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   </h4>
 </button>
-<div id="collapseSolution12" class="accordion-collapse collapse" aria-labelledby="headingSolution12" data-bs-parent="#accordionSolution12">
+<div id="collapseSolution12" class="accordion-collapse collapse" data-bs-parent="#accordionSolution12" aria-labelledby="headingSolution12">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -2615,8 +2615,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-  "dateModified": "2023-06-27",
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diff --git a/discuss.html b/discuss.html
index c24b064c..e7a6e795 100644
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   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
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diff --git a/images.html b/images.html
index 6adc0661..270c79a7 100644
--- a/images.html
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diff --git a/index.html b/index.html
index 7b3faac1..b19a0ef8 100644
--- a/index.html
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diff --git a/instructor-notes.html b/instructor-notes.html
index 9e400046..6364a2fa 100644
--- a/instructor-notes.html
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   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
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diff --git a/instructor/01-regular-expressions.html b/instructor/01-regular-expressions.html
index b955e035..e1da0e1a 100644
--- a/instructor/01-regular-expressions.html
+++ b/instructor/01-regular-expressions.html
@@ -231,7 +231,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Regular Expressions</h1>
-        <p> Last updated on 2023-05-03 | 
+        <p> Last updated on 2023-07-03 | 
         
         <a href="https://github.com/librarycarpentry/lc-data-intro/edit/main/episodes/01-regular-expressions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -689,8 +689,8 @@ <h4 class="accordion-header" id="headingSolution7">
 spreadsheet to make new columns. There are many other contexts in which
 regex is useful when using a computer to search through a document,
 spreadsheet, or file structure. Some real-world use cases for regex are
-included on a <a href="https://www.bohyunkim.net/blog/archives/2595#.YTc3rzeSkUo" class="external-link">Library
-Hat blog post</a> .</p>
+included on a <a href="https://acrl.ala.org/techconnect/post/fear-no-longer-regular-expressions/" class="external-link">ACRL
+Tech Connect blog post</a> .</p>
 <p>To embed this knowledge we will not - however - be using computers.
 Instead we’ll use pen and paper for now.</p>
 </div>
@@ -1096,8 +1096,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2018-04-12",
-  "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/instructor/02-match-extract-strings.html b/instructor/02-match-extract-strings.html
index e4ca5e9a..b50ffaba 100644
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+++ b/instructor/02-match-extract-strings.html
@@ -891,7 +891,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
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diff --git a/instructor/03-quiz.html b/instructor/03-quiz.html
index a7f92f01..46d26884 100644
--- a/instructor/03-quiz.html
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@@ -296,7 +296,7 @@ <h4 class="accordion-header" id="headingSolution1">
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -328,7 +328,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Answer
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -360,7 +360,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Answer
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -392,7 +392,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Answer
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -424,7 +424,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Answer
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -457,7 +457,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Answer
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -490,7 +490,7 @@ <h4 class="accordion-header" id="headingSolution7">
   Answer
   </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -522,7 +522,7 @@ <h4 class="accordion-header" id="headingSolution8">
   Answer
   </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -554,7 +554,7 @@ <h4 class="accordion-header" id="headingSolution9">
   Answer
   </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -586,7 +586,7 @@ <h4 class="accordion-header" id="headingSolution10">
   Answer
   </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -620,7 +620,7 @@ <h4 class="accordion-header" id="headingSolution11">
   Answer
   </h4>
 </button>
-<div id="collapseSolution11" class="accordion-collapse collapse" aria-labelledby="headingSolution11" data-bs-parent="#accordionSolution11">
+<div id="collapseSolution11" class="accordion-collapse collapse" data-bs-parent="#accordionSolution11" aria-labelledby="headingSolution11">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -653,7 +653,7 @@ <h4 class="accordion-header" id="headingSolution12">
   Answer
   </h4>
 </button>
-<div id="collapseSolution12" class="accordion-collapse collapse" aria-labelledby="headingSolution12" data-bs-parent="#accordionSolution12">
+<div id="collapseSolution12" class="accordion-collapse collapse" data-bs-parent="#accordionSolution12" aria-labelledby="headingSolution12">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
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diff --git a/instructor/04-exercises.html b/instructor/04-exercises.html
index 3b2f0f31..37802809 100644
--- a/instructor/04-exercises.html
+++ b/instructor/04-exercises.html
@@ -641,7 +641,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
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diff --git a/instructor/404.html b/instructor/404.html
index dbd58a9b..f7698696 100644
--- a/instructor/404.html
+++ b/instructor/404.html
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-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 16e950ed..49183d7b 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
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-  "datePublished": "2023-06-27"
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index b09e173c..9ed09ad4 100644
--- a/instructor/LICENSE.html
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-  "datePublished": "2023-06-27"
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diff --git a/instructor/aio.html b/instructor/aio.html
index 8cd6dd6f..9e42116f 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
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 <section id="aio-01-regular-expressions"><p>Content from <a href="01-regular-expressions.html">Regular Expressions</a></p>
 <hr>
-<p> Last updated on 2023-05-03 | 
+<p> Last updated on 2023-07-03 | 
         
         <a href="https://github.com/librarycarpentry/lc-data-intro/edit/main/episodes/01-regular-expressions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time <i aria-hidden="true" data-feather="clock"></i> 35 minutes </p>
@@ -737,8 +737,8 @@ <h4 class="accordion-header" id="headingSolution7">
 spreadsheet to make new columns. There are many other contexts in which
 regex is useful when using a computer to search through a document,
 spreadsheet, or file structure. Some real-world use cases for regex are
-included on a <a href="https://www.bohyunkim.net/blog/archives/2595#.YTc3rzeSkUo" class="external-link">Library
-Hat blog post</a> .</p>
+included on a <a href="https://acrl.ala.org/techconnect/post/fear-no-longer-regular-expressions/" class="external-link">ACRL
+Tech Connect blog post</a> .</p>
 <p>To embed this knowledge we will not - however - be using computers.
 Instead we’ll use pen and paper for now.</p>
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   Answer
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -1812,7 +1812,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Answer
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -1849,7 +1849,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Answer
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -1886,7 +1886,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Answer
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -1923,7 +1923,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Answer
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -1961,7 +1961,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Answer
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -1999,7 +1999,7 @@ <h4 class="accordion-header" id="headingSolution7">
   Answer
   </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -2036,7 +2036,7 @@ <h4 class="accordion-header" id="headingSolution8">
   Answer
   </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
@@ -2073,7 +2073,7 @@ <h4 class="accordion-header" id="headingSolution9">
   Answer
   </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
 <div class="accordion-body">
 <p><strong>C</strong></p>
 </div>
@@ -2110,7 +2110,7 @@ <h4 class="accordion-header" id="headingSolution10">
   Answer
   </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
 <div class="accordion-body">
 <p><strong>A</strong></p>
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@@ -2149,7 +2149,7 @@ <h4 class="accordion-header" id="headingSolution11">
   Answer
   </h4>
 </button>
-<div id="collapseSolution11" class="accordion-collapse collapse" aria-labelledby="headingSolution11" data-bs-parent="#accordionSolution11">
+<div id="collapseSolution11" class="accordion-collapse collapse" data-bs-parent="#accordionSolution11" aria-labelledby="headingSolution11">
 <div class="accordion-body">
 <p><strong>B</strong></p>
 </div>
@@ -2187,7 +2187,7 @@ <h4 class="accordion-header" id="headingSolution12">
   Answer
   </h4>
 </button>
-<div id="collapseSolution12" class="accordion-collapse collapse" aria-labelledby="headingSolution12" data-bs-parent="#accordionSolution12">
+<div id="collapseSolution12" class="accordion-collapse collapse" data-bs-parent="#accordionSolution12" aria-labelledby="headingSolution12">
 <div class="accordion-body">
 <p><strong>A</strong></p>
 </div>
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-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/instructor/discuss.html b/instructor/discuss.html
index 6e9027c7..b74ec04d 100644
--- a/instructor/discuss.html
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   "identifier": "https://librarycarpentry.github.io/lc-data-intro/instructor/discuss.html",
   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
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diff --git a/instructor/images.html b/instructor/images.html
index 7561752a..65a6bca3 100644
--- a/instructor/images.html
+++ b/instructor/images.html
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   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/instructor/index.html b/instructor/index.html
index 9a7bb6c9..b394038d 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -363,8 +363,8 @@ <h3 id="this-lesson-does-not-require-any-special-setup-">This lesson does not re
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   "identifier": "https://librarycarpentry.github.io/lc-data-intro/instructor/index.html",
   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index b71ff64e..254d49a8 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -361,8 +361,8 @@ <h2 id="regular-expressions">Regular Expressions<a class="anchor" aria-label="an
   "url": "https://librarycarpentry.github.io/lc-data-intro/instructor/instructor-notes.html",
   "identifier": "https://librarycarpentry.github.io/lc-data-intro/instructor/instructor-notes.html",
   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 5a465668..0b85515d 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -337,8 +337,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://librarycarpentry.github.io/lc-data-intro/instructor/key-points.html",
   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index e79a4d2b..5957eaa0 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -258,8 +258,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://librarycarpentry.github.io/lc-data-intro/instructor/profiles.html",
   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
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 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index cc07a025..59c69ae6 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -332,7 +332,7 @@ <h1>Regular Expression Cheat Sheet</h1>
   "identifier": "https://librarycarpentry.github.io/lc-data-intro/instructor/reference.html",
   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
 }
 
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diff --git a/key-points.html b/key-points.html
index e3b6405e..feb1c022 100644
--- a/key-points.html
+++ b/key-points.html
@@ -341,8 +341,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
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diff --git a/md5sum.txt b/md5sum.txt
index b745a009..240e430e 100644
--- a/md5sum.txt
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-"episodes/01-regular-expressions.md" "4b924b64011666c196875015fd2c1752" "site/built/01-regular-expressions.md" "2023-05-03"
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 "episodes/02-match-extract-strings.md" "c3195bb0a8d4a31571eaae2655f4105d" "site/built/02-match-extract-strings.md" "2023-05-03"
 "episodes/03-quiz.md" "d792071b0625440049c454e9e653cd2d" "site/built/03-quiz.md" "2023-05-03"
 "episodes/04-exercises.md" "d1ff48c58540f0dd04bf7d199924bde4" "site/built/04-exercises.md" "2023-05-03"
diff --git a/pkgdown.yml b/pkgdown.yml
index 1465a63a..c4682ca5 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
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 articles: {}
-last_built: 2023-06-27T00:16Z
+last_built: 2023-07-03T15:50Z
 
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index 2c66fcf7..15941acc 100644
--- a/profiles.html
+++ b/profiles.html
@@ -259,8 +259,8 @@ <h1>Learner Profiles</h1>
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   "dateCreated": "2018-04-12",
-  "dateModified": "2023-06-27",
-  "datePublished": "2023-06-27"
+  "dateModified": "2023-07-03",
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 }
 
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diff --git a/reference.html b/reference.html
index 236ba932..38b5b25b 100644
--- a/reference.html
+++ b/reference.html
@@ -331,7 +331,7 @@ <h1>Regular Expression Cheat Sheet</h1>
   "identifier": "https://librarycarpentry.github.io/lc-data-intro/reference.html",
   "dateCreated": "2018-04-12",
   "dateModified": "2023-05-03",
-  "datePublished": "2023-06-27"
+  "datePublished": "2023-07-03"
 }
 
   </script><script>