diff --git a/docs/usage/assertional_knowledge.ipynb b/docs/usage/assertional_knowledge.ipynb
index 8c56906..ffc007e 100644
--- a/docs/usage/assertional_knowledge.ipynb
+++ b/docs/usage/assertional_knowledge.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
     "\n",
-    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2assertional_knowledge.ipynb \"Click to run this tutorial yourself!\")\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fassertional_knowledge.ipynb \"Click to run this tutorial yourself!\")\n",
     "    \n",
     "</figure>"
    ]
diff --git a/docs/usage/sessions/import_export.ipynb b/docs/usage/sessions/import_export.ipynb
index 5d2d6da..b5c3a0e 100644
--- a/docs/usage/sessions/import_export.ipynb
+++ b/docs/usage/sessions/import_export.ipynb
@@ -15,7 +15,7 @@
    "source": [
     "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
     "    \n",
-    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%import_export.ipynb \"Click to run this tutorial yourself!\")\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%2Fimport_export.ipynb \"Click to run this tutorial yourself!\")\n",
     "    \n",
     "</figure>\n",
     "\n",
diff --git a/docs/usage/sessions/introduction.ipynb b/docs/usage/sessions/introduction.ipynb
index 52aef69..9777073 100644
--- a/docs/usage/sessions/introduction.ipynb
+++ b/docs/usage/sessions/introduction.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
     "\n",
-    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2sessions.ipynb \"Click to run this tutorial yourself!\")\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%2Fintroduction.ipynb \"Click to run this tutorial yourself!\")\n",
     "    \n",
     "</figure>"
    ]
diff --git a/docs/usage/sessions/queries.ipynb b/docs/usage/sessions/queries.ipynb
index 2a7e6e3..2089fd8 100644
--- a/docs/usage/sessions/queries.ipynb
+++ b/docs/usage/sessions/queries.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
     "\n",
-    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%queries.ipynb \"Click to run this tutorial yourself!\")\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%2Fqueries.ipynb \"Click to run this tutorial yourself!\")\n",
     "    \n",
     "</figure>"
    ]
diff --git a/docs/usage/sessions/search.ipynb b/docs/usage/sessions/search.ipynb
index f71d53a..a9a6c0a 100644
--- a/docs/usage/sessions/search.ipynb
+++ b/docs/usage/sessions/search.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
     "\n",
-    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%search.ipynb \"Click to run this tutorial yourself!\")\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%2Fsearch.ipynb \"Click to run this tutorial yourself!\")\n",
     "    \n",
     "</figure>"
    ]
diff --git a/docs/usage/sessions/sparql.ipynb b/docs/usage/sessions/sparql.ipynb
index 505bfb1..649615d 100644
--- a/docs/usage/sessions/sparql.ipynb
+++ b/docs/usage/sessions/sparql.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
     "\n",
-    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%sparql.ipynb \"Click to run this tutorial yourself!\")\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fsessions%2Fsparql.ipynb \"Click to run this tutorial yourself!\")\n",
     "    \n",
     "</figure>"
    ]
diff --git a/docs/usage/visualization.ipynb b/docs/usage/visualization.ipynb
index f4531c9..088572d 100644
--- a/docs/usage/visualization.ipynb
+++ b/docs/usage/visualization.ipynb
@@ -8,6 +8,18 @@
     "# Visualization"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "9a994990-fcda-497a-9e05-beaf9a5d1ddd",
+   "metadata": {},
+   "source": [
+    "<figure style=\"display: table; text-align:center; margin-left: auto; margin-right:auto\">\n",
+    "    \n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/simphony/docs/v4.0.0rc4?filepath=docs%2Fusage%2Fvisualization.ipynb \"Click to run this tutorial yourself!\")\n",
+    "    \n",
+    "</figure>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "baea79ad-864a-40cf-83e4-27518aa6b8f7",