diff --git a/geoviz/geospatial.ipynb b/geoviz/geospatial.ipynb
index c7592a4..fcde09e 100644
--- a/geoviz/geospatial.ipynb
+++ b/geoviz/geospatial.ipynb
@@ -1523,10 +1523,26 @@
     "[Heatmap of Rides in the Program Area](https://lookerstudio.google.com/s/lut3O7_HRnc)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "5b8c5f36-b55d-49cd-813a-c2889d9564d7",
+   "metadata": {},
+   "source": [
+    "![ChicagoRideshares](https://storage.cloud.google.com/msca-bdp-student-gcs/bdp-rideshare-project/geospatial_visual_image/chicago_rideshares.jpeg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d545fa79-b6bc-44e7-b504-942dcbd776a6",
+   "metadata": {},
+   "source": [
+    "![Heatmap](https://storage.cloud.google.com/msca-bdp-student-gcs/bdp-rideshare-project/geospatial_visual_image/heatmap_program_area.jpeg)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f666f1fa-fc51-41f3-a46a-328076e752e2",
+   "id": "9827c3dd-9139-4fc3-a709-6eede0ed63a0",
    "metadata": {},
    "outputs": [],
    "source": []