diff --git a/Mapping Movements.ipynb b/Mapping Movements.ipynb
index f2fa313..91871dc 100644
--- a/Mapping Movements.ipynb	
+++ b/Mapping Movements.ipynb	
@@ -33,7 +33,7 @@
    "id": "aaac4f97",
    "metadata": {},
    "source": [
-    "## 1. Embedding the text <a name=\"embedding\"></a>\n",
+    "## 1. Embedding the text <a id=\"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."
    ]
@@ -184,7 +184,7 @@
    "id": "2e6b9b9d",
    "metadata": {},
    "source": [
-    "## 2. Similar initiatives  <a name=\"similar\"></a>\n",
+    "## 2. Similar initiatives  <a id=\"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. "
    ]
@@ -303,7 +303,7 @@
    "id": "562d4340-e4b0-4366-a917-ba91056c8ced",
    "metadata": {},
    "source": [
-    "## 3. Find clusters  <a name=\"clusters\"></a>"
+    "## 3. Find clusters  <a id=\"clusters\"></a>"
    ]
   },
   {
@@ -777,7 +777,7 @@
    "id": "fa10d87a-4435-4e8c-bde1-96861d4401ad",
    "metadata": {},
    "source": [
-    "## 4. Rendering embedding space: alternative maps of movement  <a name=\"rendering\"></a>"
+    "## 4. Rendering embedding space: alternative maps of movement  <a id=\"rendering\"></a>"
    ]
   },
   {
@@ -894,7 +894,7 @@
    "id": "70b3afe8",
    "metadata": {},
    "source": [
-    "## 5. A situated map  <a name=\"map\"></a>"
+    "## 5. A situated map  <a id=\"map\"></a>"
    ]
   },
   {