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diff --git a/_sources/notebooks/01/production-planning-basic.ipynb b/_sources/notebooks/01/production-planning-basic.ipynb
@@ -285,13 +285,17 @@
     "\n",
     "The first method is to use `pyo.Objective()` where the expression to be optimized is assigned with the `expr` keyword and the type of objective is assigned with the `sense` keyword.\n",
     "\n",
+    "```python\n",
     "    model.profit = pyo.Objective(expr = model.revenue - model.cost, sense = pyo.maximize)\n",
+    "```\n",
     "    \n",
     "Recent releases of Pyomo provide a second method that uses Python [decorators](https://peps.python.org/pep-0318/) to specify an objective. With a decorator, the same objective is written as\n",
     "\n",
+    "```python\n",
     "    @model.Objective(sense = pyo.maximize)\n",
     "    def profit(m):\n",
     "        return m.revenue - m.cost\n",
+    "```\n",
     "\n",
     "Python decorators modify the behavior of the function defined in the next line.  In this case, the decorator `@model.Objective()` modifies the behavior of `profit()` so that it returns an expression for the profit to Pyomo. The keyword `sense` sets the type of objective, which can either be to maximize or minimize the value returned by the objective function. The function `profit()`, after being decorated, takes the Pyomo model as its first argument and adds its name to the model attributes.\n",
     "\n",

diff --git a/_sources/notebooks/01/production-planning.ipynb b/_sources/notebooks/01/production-planning.ipynb
@@ -31,14 +31,14 @@
    "source": [
     "## Problem statement\n",
     "\n",
-    "A company produces two versions of a product. Each version is made from the same raw material that costs 10$ per gram, and each version requires two different types of specialized labor to finish. $U$ is the higher priced version of the product. $U$ sells for 270$ per unit and requires 10 grams of raw material, one hour of labor type $A$, two hours of labor type $B$. Due to the higher price, the market demand for $U$ is limited to 40 units per week. $V$ is the lower priced version of the product with unlimited demand that sells for 210$ per unit and requires 9 grams of raw material, 1 hour of labor type $A$ and 1 hour of labor type $B$. This data is summarized in the following table:\n",
+    "A company produces two versions of a product. Each version is made from the same raw material that costs 10 per gram, and each version requires two different types of specialized labor to finish. $U$ is the higher priced version of the product. $U$ sells for 270 per unit and requires 10 grams of raw material, one hour of labor type $A$, two hours of labor type $B$. Due to the higher price, the market demand for $U$ is limited to 40 units per week. $V$ is the lower priced version of the product with unlimited demand that sells for 210 per unit and requires 9 grams of raw material, 1 hour of labor type $A$ and 1 hour of labor type $B$. This data is summarized in the following table:\n",
     "\n",
     "<div align=\"center\">\n",
     "\n",
     "| Version | Raw Material <br> required | Labor A <br> required | Labor B <br> required | Market <br> Demand | Price |\n",
     "| :-: | :-: | :-: | :-: | :-: | :-: | \n",
-    "| U | 10 g | 1 hr | 2 hr | $\\leq$ 40 units | 270$ |\n",
-    "| V |  9 g | 1 hr | 1 hr | unlimited | 210$ |\n",
+    "| U | 10 g | 1 hr | 2 hr | $\\leq$ 40 units | 270 |\n",
+    "| V |  9 g | 1 hr | 1 hr | unlimited | 210 |\n",
     "\n",
     "</div>\n",
     "\n",
@@ -48,9 +48,9 @@
     "\n",
     "| Resource | Amount <br> Available | Cost | \n",
     "| :-: | :-: | :-: |\n",
-    "| Raw Material | unlimited | 10$ / g |\n",
-    "| Labor A | 80 hours/week | 50$ / hour |\n",
-    "| Labor B | 100 hours/week | 40$ / hour | \n",
+    "| Raw Material | unlimited | 10 / g |\n",
+    "| Labor A | 80 hours/week | 50 / hour |\n",
+    "| Labor B | 100 hours/week | 40 / hour | \n",
     "\n",
     "</div>\n",
     "\n",

diff --git a/_static/styles/pydata-sphinx-theme.css b/_static/styles/pydata-sphinx-theme.css
diff --git a/_static/styles/pydata-sphinx-theme.css.map b/_static/styles/pydata-sphinx-theme.css.map
diff --git a/_static/webpack-macros.html b/_static/webpack-macros.html
@@ -4,28 +4,28 @@
 -->
 {# Load FontAwesome icons #}
 {% macro head_pre_icons() %}
-  <link href="{{ pathto('_static/vendor/fontawesome/6.1.2/css/all.min.css', 1) }}?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="{{ pathto('_static/vendor/fontawesome/6.1.2/css/all.min.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2', 1) }}" />
 {% endmacro %}
 
 {% macro head_pre_assets() %}
   <!-- Loaded before other Sphinx assets -->
-  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
 {% endmacro %}
 
 {% macro head_js_preload() %}
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=c5ced968eda925caa686" />
-<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=c5ced968eda925caa686" />
-  <script src="{{ pathto('_static/vendor/fontawesome/6.1.2/js/all.min.js', 1) }}?digest=c5ced968eda925caa686"></script>
+  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=365ca57ee442770a23c6" />
+<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=365ca57ee442770a23c6" />
+  <script src="{{ pathto('_static/vendor/fontawesome/6.1.2/js/all.min.js', 1) }}?digest=365ca57ee442770a23c6"></script>
 {% endmacro %}
 
 {% macro body_post() %}
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=c5ced968eda925caa686"></script>
-<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=c5ced968eda925caa686"></script>
+  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=365ca57ee442770a23c6"></script>
+<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=365ca57ee442770a23c6"></script>
 {% endmacro %}
diff --git a/genindex.html b/genindex.html
@@ -18,12 +18,12 @@
   </script>
 
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
 
 
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=c5ced968eda925caa686" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=c5ced968eda925caa686"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
 
     <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
     <script src="_static/jquery.js"></script>
@@ -775,8 +775,8 @@ <h2 id="W">W</h2>
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=c5ced968eda925caa686"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686"></script>
+  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
 
   <footer class="bd-footer">
   </footer>

diff --git a/intro.html b/intro.html
@@ -19,12 +19,12 @@
   </script>
 
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
 
 
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -38,9 +38,9 @@
     <link rel="stylesheet" type="text/css" href="_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=c5ced968eda925caa686" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=c5ced968eda925caa686"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
 
     <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
     <script src="_static/jquery.js"></script>
@@ -632,8 +632,8 @@ <h2>Citation<a class="headerlink" href="#citation" title="Permalink to this head
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=c5ced968eda925caa686"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686"></script>
+  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
 
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diff --git a/notebooks/01/01.00.html b/notebooks/01/01.00.html
@@ -19,12 +19,12 @@
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   <!-- Loaded before other Sphinx assets -->
-  <link href="../../_static/styles/theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="../../_static/styles/bootstrap.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="../../_static/styles/pydata-sphinx-theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="../../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="../../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="../../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
 
 
-  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -38,9 +38,9 @@
     <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=c5ced968eda925caa686" />
-<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686" />
-  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=c5ced968eda925caa686"></script>
+  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
+<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
+  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
 
     <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
     <script src="../../_static/jquery.js"></script>
@@ -633,8 +633,8 @@ <h2>What is mathematical optimization?<a class="headerlink" href="#what-is-mathe
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../../_static/scripts/bootstrap.js?digest=c5ced968eda925caa686"></script>
-<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686"></script>
+  <script src="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
+<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
 
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diff --git a/notebooks/01/production-planning-advanced.html b/notebooks/01/production-planning-advanced.html
@@ -19,12 +19,12 @@
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   <!-- Loaded before other Sphinx assets -->
-  <link href="../../_static/styles/theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="../../_static/styles/bootstrap.css?digest=c5ced968eda925caa686" rel="stylesheet" />
-<link href="../../_static/styles/pydata-sphinx-theme.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="../../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="../../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+<link href="../../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
 
 
-  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=c5ced968eda925caa686" rel="stylesheet" />
+  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
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 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -38,9 +38,9 @@
     <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=c5ced968eda925caa686" />
-<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=c5ced968eda925caa686" />
-  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=c5ced968eda925caa686"></script>
+  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
+<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
+  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
 
     <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
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@@ -1252,8 +1252,8 @@ <h2>For Python experts: Creating subclasses of <code class="docutils literal not
   </div>
 
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+  <script src="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
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