diff --git a/notebooks/example-workflows/echo_top_height.ipynb b/notebooks/example-workflows/echo_top_height.ipynb
index 91e43c2..99c1a21 100644
--- a/notebooks/example-workflows/echo_top_height.ipynb
+++ b/notebooks/example-workflows/echo_top_height.ipynb
@@ -296,7 +296,7 @@
    "source": [
     "## Resources and References\n",
     "* [NOAA NEXRAD on AWS](https://registry.opendata.aws/noaa-nexrad/)\n",
-    "* [Read NEXRAD on AWS](https://arm-doe.github.io/pyart/examples/io/plot_nexrad_data_aws.html#sphx-glr-examples-io-plot-nexrad-data-aws-py)\n",
+    "* [Read NEXRAD on AWS](https://arm-doe.github.io/pyart/examples/io/plot_nexrad_data_aws.html)\n",
     "* Py-ART:\n",
     "    - Helmus, J.J. & Collis, S.M., (2016). The Python ARM Radar Toolkit (Py-ART), a Library for Working with Weather Radar Data in the Python Programming Language. Journal of Open Research Software. 4(1), p.e25. DOI: http://doi.org/10.5334/jors.119\n",
     "* Echo-top height algorithm:\n",
diff --git a/notebooks/example-workflows/moore-oklahoma-tornado.ipynb b/notebooks/example-workflows/moore-oklahoma-tornado.ipynb
index 890ab46..996469a 100644
--- a/notebooks/example-workflows/moore-oklahoma-tornado.ipynb
+++ b/notebooks/example-workflows/moore-oklahoma-tornado.ipynb
@@ -500,13 +500,19 @@
    "source": [
     "## Resources and References\n",
     "* [NEXRAD Data on AWS](https://registry.opendata.aws/noaa-nexrad/)\n",
-    "* [Py-ART NEXRAD Data Example](https://arm-doe.github.io/pyart/examples/io/plot_nexrad_data_aws.html#sphx-glr-examples-io-plot-nexrad-data-aws-py)"
+    "* [Py-ART NEXRAD Data Example](https://arm-doe.github.io/pyart/examples/io/plot_nexrad_data_aws.html)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6be65a59",
+   "metadata": {},
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -520,7 +526,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.6"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/example-workflows/tracer-example.ipynb b/notebooks/example-workflows/tracer-example.ipynb
index bd6b802..658021a 100644
--- a/notebooks/example-workflows/tracer-example.ipynb
+++ b/notebooks/example-workflows/tracer-example.ipynb
@@ -288,7 +288,7 @@
     "                     vmax=15)\n",
     "        plt.xlim(62,68)\n",
     "        plt.ylim(0, 6)\n",
-    "        plt.savefig(f\"quicklooks/{radar.scan_type}/{Path(file).stem}.png\", dpi=200)\n",
+    "        plt.savefig(f\"{radar.scan_type}_{Path(file).stem}.png\", dpi=200)\n",
     "        plt.show()\n",
     "        plt.close() "
    ]
@@ -298,7 +298,7 @@
    "id": "97d6443f-8748-4c05-a9fb-91b523934563",
    "metadata": {},
    "source": [
-    "### Create a GIF of teh RHI images"
+    "### Create a GIF of the RHI images"
    ]
   },
   {
@@ -308,7 +308,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "rhi_images = sorted(glob.glob(\"quicklooks/rhi/*\"))"
+    "rhi_images = sorted(glob.glob(f\"{radar.scan_type}*\"))"
    ]
   },
   {
@@ -372,7 +372,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -386,12 +386,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
-  },
-  "vscode": {
-   "interpreter": {
-    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
-   }
+   "version": "3.9.6"
   }
  },
  "nbformat": 4,