diff --git a/docs/notebooks/102_fused.ipynb b/docs/notebooks/102_fused.ipynb
index 2fcb16ca76..ec773a031d 100644
--- a/docs/notebooks/102_fused.ipynb
+++ b/docs/notebooks/102_fused.ipynb
@@ -1,4 +1,4 @@
-{Buildings
+{
  "cells": [
   {
    "cell_type": "markdown",
@@ -50,11 +50,11 @@
    "id": "3",
    "metadata": {},
    "source": [
-    "# 1. Load Overture Buildings for drawn area\n",
+    "## 1. Load Overture Buildings for drawn area\n",
     "\n",
     "First draw a bounding box over an area of interest (AOI) and create a GeoDataFrame with it. Then, [run the Overture UDF](https://docs.fused.io/core-concepts/run/) to fetch data for that AOI.\n",
     "\n",
-    "## 1.1 First, draw an AOI"
+    "### 1.1 First, draw an AOI"
    ]
   },
   {
@@ -101,7 +101,7 @@
    "id": "6",
    "metadata": {},
    "source": [
-    "## 1.2 Then, convert it to a GeoDataFrame."
+    "### 1.2 Then, convert it to a GeoDataFrame."
    ]
   },
   {
@@ -126,7 +126,7 @@
    "id": "8",
    "metadata": {},
    "source": [
-    "## 1.3 Fetch Overture Buildings for the AOI and render them on the map\n",
+    "### 1.3 Fetch Overture Buildings for the AOI and render them on the map\n",
     "\n",
     "The data comes from calling the \"[Overture Maps Example](https://www.fused.io/workbench/catalog/Overture_Maps_Example-64071fb8-2c96-4015-adb9-596c3bac6787)\" public UDF with `fused.run`."
    ]
@@ -138,7 +138,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Fetch Overture Buildings GDF with Fused UDF\n",
+    "# Fetch Overture Bulidings GDF with Fused UDF\n",
     "gdf = fused.run(\"UDF_Overture_Maps_Example\", bbox=gdf_drawing)"
    ]
   },
@@ -183,7 +183,7 @@
    "id": "13",
    "metadata": {},
    "source": [
-    "## 1.4 Visualize buildings in 3D."
+    "### 1.4 Visualize buildings in 3D."
    ]
   },
   {
@@ -215,9 +215,9 @@
    "id": "16",
    "metadata": {},
    "source": [
-    "# 2. Load FSQ Places POIs for drawn area\n",
+    "## 2. Load FSQ Places POIs for drawn area\n",
     "\n",
-    "## 2.1 Fetch FSQ Places for the AOI (defined above) and render them on the map\n",
+    "### 2.1 Fetch FSQ Places for the AOI (defined above) and render them on the map\n",
     "\n",
     "The data comes from calling the \"[Foursquare Open Source Places](https://www.fused.io/workbench/catalog/Foursquare_Open_Source_Places-5cd75ead-e319-4279-8efc-04276de145bc)\" public UDF with `fused.run`."
    ]
@@ -260,7 +260,7 @@
    "id": "19",
    "metadata": {},
    "source": [
-    "## 2.2 Visualize the POIs on a 2d map"
+    "### 2.2 Visualize the POIs on a 2d map"
    ]
   },
   {
@@ -287,7 +287,7 @@
    "id": "21",
    "metadata": {},
    "source": [
-    "## 2.3 Visualize POIs with OpenStreetMap vector tiles"
+    "### 2.3 Visualize POIs with OpenStreetMap vector tiles"
    ]
   },
   {
@@ -307,7 +307,7 @@
    "id": "23",
    "metadata": {},
    "source": [
-    "## 2.4 Visualize the POIs on a 3D map with Overture buildings"
+    "### 2.4 Visualize the POIs on a 3D map with Overture buildings"
    ]
   },
   {
@@ -328,7 +328,7 @@
    "id": "25",
    "metadata": {},
    "source": [
-    "## 2.5 Visualize the POIs on a 3D map with [OpenFreeMap](https://openfreemap.org/) vector tiles"
+    "### 2.5 Visualize the POIs on a 3D map with [OpenFreeMap](https://openfreemap.org/) vector tiles"
    ]
   },
   {