Cosmetic changes to notebook

src/primaite/notebooks/Data-Manipulation-Customising-Red-Agent.ipynb

@@ -120,11 +120,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Red Configuration\n",
+    "## Red Configuration\n",
     "\n",
     "There are two important parts of the YAML config for varying red agent behaviour.\n",
     "\n",
-    "#### The red agent settings\n",
+    "### Red agent settings\n",
     "Here is an annotated config for the red agent in the data manipulation scenario.\n",
     "```yaml\n",
     "  - ref: data_manipulation_attacker  # name of agent\n",
@@ -172,7 +172,7 @@
     "        variance: 5  # the timing of attacks will vary by up to 5 steps earlier or later\n",
     "```\n",
     "\n",
-    "#### The settings of the red agent's attack application\n",
+    "### Malicious application settings\n",
     "The red agent uses an application called `DataManipulationBot` which leverages a node's `DatabaseClient` to send a malicious SQL query to the database server. Here's an annotated example of how this is configured in the yaml *(with impertinent config items omitted)*:\n",
     "```yaml\n",
     "simulation:\n",
@@ -205,9 +205,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Editing red agent settings\n",
+    "\n",
     "### Removing randomness from attack timing\n",
     "\n",
-    "We can make the attacks happen at completely predictable intervals if we set the variance parameter of the red agent to 0."
+    "We can make the attacks happen at completely predictable intervals if we edit the red agent's settings to set variance to 0."
    ]
   },
   {
@@ -243,7 +245,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Making the start node always the same\n",
+    "### Making the start node always the same\n",
     "\n",
     "Normally, the agent randomly chooses between the nodes in its action space to send attacks from:"
    ]
@@ -254,7 +256,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Open the config without changing anyhing\n",
+    "# Open the config without changing anything\n",
     "with open(data_manipulation_config_path(), 'r') as f:\n",
     "    cfg = yaml.safe_load(f)\n",
     "\n",
@@ -320,7 +322,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Make the attack less likely to succeed.\n",
+    "### Make the attack less likely to succeed.\n",
     "\n",
     "We can change the success probabilities within the data manipulation bot application. When the attack succeeds, the reward goes down.\n",
     "\n",