diff --git a/examples/notebooks/Colored_Surface_Temperature_Plot.ipynb b/examples/notebooks/Colored_Surface_Temperature_Plot.ipynb
index b33cc2d..d570af9 100644
--- a/examples/notebooks/Colored_Surface_Temperature_Plot.ipynb
+++ b/examples/notebooks/Colored_Surface_Temperature_Plot.ipynb
@@ -280,9 +280,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "scrolled": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -338,7 +336,7 @@
     "## 7 See Also\n",
     "\n",
     "\n",
-    "### 7.1 Additional Documention\n",
+    "### 7.1 Additional Documentation\n",
     "\n",
     "**python-awips**\n",
     "\n",
@@ -364,7 +362,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -395,5 +393,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 1
+ "nbformat_minor": 4
 }
diff --git a/examples/notebooks/NEXRAD_Level3_Radar.ipynb b/examples/notebooks/NEXRAD_Level3_Radar.ipynb
index 454427f..4150dec 100644
--- a/examples/notebooks/NEXRAD_Level3_Radar.ipynb
+++ b/examples/notebooks/NEXRAD_Level3_Radar.ipynb
@@ -31,11 +31,11 @@
     "\n",
     "[1 Imports](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#imports)<br>  \n",
     "[2 EDEX Connection](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#edex-connection)<br>  \n",
-    "[3 Investigate Data](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#investigate_data)<br>  \n",
+    "[3 Investigate Data](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#investigate-data)<br>  \n",
     "&nbsp;&nbsp;&nbsp;&nbsp;[3.1 Available Locations](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#available-locations)<br>  \n",
     "&nbsp;&nbsp;&nbsp;&nbsp;[3.2 Available Parameters](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#available-parameters)<br>  \n",
     "&nbsp;&nbsp;&nbsp;&nbsp;[3.3 Radar Product IDs and Names](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#radar-product-ids-and-names)<br>  \n",
-    "[4 Function: make_map()](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#function-make-mapy)<br>  \n",
+    "[4 Function: make_map()](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#function-make-map)<br>  \n",
     "[5 Plot the Data!](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#plot-the-data)<br>  \n",
     "[6 See Also](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#see-also)<br>  \n",
     "&nbsp;&nbsp;&nbsp;&nbsp;[6.1 Related Notebooks](https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#related-notebooks)<br>  \n",
@@ -265,9 +265,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "scrolled": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -642,7 +640,7 @@
     "* [Grid Levels and Parameters](https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html)\n",
     "\n",
     "\n",
-    "### 6.2 Additional Documention\n",
+    "### 6.2 Additional Documentation\n",
     "\n",
     "**python-awips**\n",
     "\n",
@@ -670,7 +668,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -684,7 +682,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.12.3"
   },
   "toc": {
    "base_numbering": 1,