diff --git a/Mapping Movements.ipynb b/Mapping Movements.ipynb
index 8ec80ce..f2fa313 100644
--- a/Mapping Movements.ipynb	
+++ b/Mapping Movements.ipynb	
@@ -14,12 +14,26 @@
     "Many thanks to the exploration of Doc2Vec done by [Marton Trencseni](https://bytepawn.com/similar-posts-recommendation-with-doc2vec.html), on which many of these aproaches are based."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "af8da066",
+   "metadata": {},
+   "source": [
+    "Contents: \n",
+    "\n",
+    "- [Embedding the text](#embedding)\n",
+    "- [Similar initiatives](#similar)\n",
+    "- [Find Clusters](#clusters)\n",
+    "- [Alternative Maps: Rendering Embedding Space](#rendering)\n",
+    "- [A situated map](#map)\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "aaac4f97",
    "metadata": {},
    "source": [
-    "## 1. Embedding the text\n",
+    "## 1. Embedding the text <a name=\"embedding\"></a>\n",
     "\n",
     "In this first step, the descriptions of the initiatives are embedded using Doc2Vec. That is to say, in a series of steps the text of the descriptions is transformed  into a vector, a point in a (latent) multidimensional space: an embedding."
    ]
@@ -170,7 +184,7 @@
    "id": "2e6b9b9d",
    "metadata": {},
    "source": [
-    "## 2. Similar initiatives\n",
+    "## 2. Similar initiatives  <a name=\"similar\"></a>\n",
     "\n",
     "Now that we have a Doc2Vec model, we can use it to calculate some sort of similarity score between the initiative in our little dataset which is based on a mathematical similarity of words ocuring in their descriptions. "
    ]
@@ -289,17 +303,9 @@
    "id": "562d4340-e4b0-4366-a917-ba91056c8ced",
    "metadata": {},
    "source": [
-    "## 3. Find clusters"
+    "## 3. Find clusters  <a name=\"clusters\"></a>"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "256a6c0a",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "id": "6f68a1c0",
@@ -771,7 +777,7 @@
    "id": "fa10d87a-4435-4e8c-bde1-96861d4401ad",
    "metadata": {},
    "source": [
-    "## 4. Rendering embedding space: alternative maps of movement"
+    "## 4. Rendering embedding space: alternative maps of movement  <a name=\"rendering\"></a>"
    ]
   },
   {
@@ -888,7 +894,7 @@
    "id": "70b3afe8",
    "metadata": {},
    "source": [
-    "## 5. A situated map"
+    "## 5. A situated map  <a name=\"map\"></a>"
    ]
   },
   {