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diff --git a/_sources/ch/02/data_scope_big_data_hubris.ipynb b/_sources/ch/02/data_scope_big_data_hubris.ipynb
@@ -53,7 +53,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Example: Google Flu Trends\n",
+    "## Example: Google Flu Trends\n",
     "\n",
     "[Digital epidemiology](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5754279/), a new subfield of epidemiology, leverages data generated outside the public health system to study patterns of disease and health dynamics in populations.\n",
     "The Google Flu Trends (GFT) tracking system was one of the earliest examples of digital epidemiology.\n",

diff --git a/_sources/ch/11/viz_context.ipynb b/_sources/ch/11/viz_context.ipynb
@@ -140,7 +140,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Example: 100m Sprint Times"
+    "## Example: 100m Sprint Times"
    ]
   },
   {

diff --git a/additional_resources.html b/additional_resources.html
@@ -176,27 +176,27 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/02/data_scope_construct.html">
-     2.3. Target Population, Access Frame, and Sample
+     2.2. Target Population, Access Frame, and Sample
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/02/data_scope_protocols.html">
-     2.4. Instruments and Protocols
+     2.3. Instruments and Protocols
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/02/data_scope_natural.html">
-     2.5. Measuring Natural Phenomena
+     2.4. Measuring Natural Phenomena
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/02/data_scope_accuracy.html">
-     2.6. Accuracy
+     2.5. Accuracy
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/02/data_scope_summary.html">
-     2.7. Summary
+     2.6. Summary
     </a>
    </li>
   </ul>
@@ -577,17 +577,17 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/11/viz_plotly.html">
-     11.7. Creating Plots Using plotly
+     11.6. Creating Plots Using plotly
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/11/viz_other_tools.html">
-     11.8. Other Tools for Visualization
+     11.7. Other Tools for Visualization
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="ch/11/viz_summary.html">
-     11.9. Summary
+     11.8. Summary
     </a>
    </li>
   </ul>

diff --git a/ch/01/lifecycle_cycle.html b/ch/01/lifecycle_cycle.html
@@ -174,27 +174,27 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_construct.html">
-     2.3. Target Population, Access Frame, and Sample
+     2.2. Target Population, Access Frame, and Sample
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_protocols.html">
-     2.4. Instruments and Protocols
+     2.3. Instruments and Protocols
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_natural.html">
-     2.5. Measuring Natural Phenomena
+     2.4. Measuring Natural Phenomena
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_accuracy.html">
-     2.6. Accuracy
+     2.5. Accuracy
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_summary.html">
-     2.7. Summary
+     2.6. Summary
     </a>
    </li>
   </ul>
@@ -575,17 +575,17 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_plotly.html">
-     11.7. Creating Plots Using plotly
+     11.6. Creating Plots Using plotly
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_other_tools.html">
-     11.8. Other Tools for Visualization
+     11.7. Other Tools for Visualization
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_summary.html">
-     11.9. Summary
+     11.8. Summary
     </a>
    </li>
   </ul>

diff --git a/ch/01/lifecycle_intro.html b/ch/01/lifecycle_intro.html
@@ -174,27 +174,27 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_construct.html">
-     2.3. Target Population, Access Frame, and Sample
+     2.2. Target Population, Access Frame, and Sample
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_protocols.html">
-     2.4. Instruments and Protocols
+     2.3. Instruments and Protocols
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_natural.html">
-     2.5. Measuring Natural Phenomena
+     2.4. Measuring Natural Phenomena
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_accuracy.html">
-     2.6. Accuracy
+     2.5. Accuracy
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_summary.html">
-     2.7. Summary
+     2.6. Summary
     </a>
    </li>
   </ul>
@@ -575,17 +575,17 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_plotly.html">
-     11.7. Creating Plots Using plotly
+     11.6. Creating Plots Using plotly
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_other_tools.html">
-     11.8. Other Tools for Visualization
+     11.7. Other Tools for Visualization
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_summary.html">
-     11.9. Summary
+     11.8. Summary
     </a>
    </li>
   </ul>

diff --git a/ch/01/lifecycle_map.html b/ch/01/lifecycle_map.html
@@ -174,27 +174,27 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_construct.html">
-     2.3. Target Population, Access Frame, and Sample
+     2.2. Target Population, Access Frame, and Sample
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_protocols.html">
-     2.4. Instruments and Protocols
+     2.3. Instruments and Protocols
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_natural.html">
-     2.5. Measuring Natural Phenomena
+     2.4. Measuring Natural Phenomena
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_accuracy.html">
-     2.6. Accuracy
+     2.5. Accuracy
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_summary.html">
-     2.7. Summary
+     2.6. Summary
     </a>
    </li>
   </ul>
@@ -575,17 +575,17 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_plotly.html">
-     11.7. Creating Plots Using plotly
+     11.6. Creating Plots Using plotly
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_other_tools.html">
-     11.8. Other Tools for Visualization
+     11.7. Other Tools for Visualization
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_summary.html">
-     11.9. Summary
+     11.8. Summary
     </a>
    </li>
   </ul>

diff --git a/ch/01/lifecycle_summary.html b/ch/01/lifecycle_summary.html
@@ -174,27 +174,27 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_construct.html">
-     2.3. Target Population, Access Frame, and Sample
+     2.2. Target Population, Access Frame, and Sample
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_protocols.html">
-     2.4. Instruments and Protocols
+     2.3. Instruments and Protocols
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_natural.html">
-     2.5. Measuring Natural Phenomena
+     2.4. Measuring Natural Phenomena
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_accuracy.html">
-     2.6. Accuracy
+     2.5. Accuracy
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../02/data_scope_summary.html">
-     2.7. Summary
+     2.6. Summary
     </a>
    </li>
   </ul>
@@ -575,17 +575,17 @@ <h1 class="site-logo" id="site-title">Learning Data Science</h1>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_plotly.html">
-     11.7. Creating Plots Using plotly
+     11.6. Creating Plots Using plotly
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_other_tools.html">
-     11.8. Other Tools for Visualization
+     11.7. Other Tools for Visualization
     </a>
    </li>
    <li class="toctree-l2">
     <a class="reference internal" href="../11/viz_summary.html">
-     11.9. Summary
+     11.8. Summary
     </a>
    </li>
   </ul>