diff --git a/src/primaite/notebooks/Data-Manipulation-Customising-Red-Agent.ipynb b/src/primaite/notebooks/Data-Manipulation-Customising-Red-Agent.ipynb
index 33091c3f..dd5def9e 100644
--- a/src/primaite/notebooks/Data-Manipulation-Customising-Red-Agent.ipynb
+++ b/src/primaite/notebooks/Data-Manipulation-Customising-Red-Agent.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Customising red agents\n",
+    "# Customising UC2 Red Agents\n",
     "\n",
     "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK\n",
     "\n",
diff --git a/src/primaite/notebooks/Getting-Information-Out-Of-PrimAITE.ipynb b/src/primaite/notebooks/Getting-Information-Out-Of-PrimAITE.ipynb
index c3f97965..a832f3cc 100644
--- a/src/primaite/notebooks/Getting-Information-Out-Of-PrimAITE.ipynb
+++ b/src/primaite/notebooks/Getting-Information-Out-Of-PrimAITE.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Getting information out of PrimAITE\n",
     "\n",
-    "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK"
+    "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK\n"
    ]
   },
   {
@@ -162,7 +162,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.10.8"
   }
  },
  "nbformat": 4,
diff --git a/src/primaite/notebooks/Requests-and-Responses.ipynb b/src/primaite/notebooks/Requests-and-Responses.ipynb
index 54669146..ca9f02f5 100644
--- a/src/primaite/notebooks/Requests-and-Responses.ipynb
+++ b/src/primaite/notebooks/Requests-and-Responses.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "Agents interact with the PrimAITE simulation via the Request system.\n",
     "\n",
-    "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK"
+    "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK\n"
    ]
   },
   {
diff --git a/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb b/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
index 307b4a7e..96ee8e5d 100644
--- a/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
+++ b/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Train a Multi agent system using RLLIB\n",
+    "## Train a Multi agent system using RLLIB\n",
     "\n",
     "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK\n",
     "\n",
diff --git a/src/primaite/notebooks/multi-processing.ipynb b/src/primaite/notebooks/multi-processing.ipynb
index dd996901..7085e4b6 100644
--- a/src/primaite/notebooks/multi-processing.ipynb
+++ b/src/primaite/notebooks/multi-processing.ipynb
@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Simple Multi-processing demonstration \n",
+    "## Simple multi-processing demonstration \n",
     "\n",
     "© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK\n",
     "\n",
-    "This notebook uses SubprocVecEnv from SB3"
+    "This notebook uses SubprocVecEnv from SB3."
    ]
   },
   {