diff --git a/nbs/18_applications.ipynb b/nbs/18_applications.ipynb
index 8417ce9..20a8c24 100644
--- a/nbs/18_applications.ipynb
+++ b/nbs/18_applications.ipynb
@@ -73,17 +73,28 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# controller trained on steady dataset applied to steady dataset\n",
+    "controller trained on steady dataset applied to steady dataset\n",
+    "\n",
     "run_wind_turbine('steady', \"testfiles\\\\\", \"ga--1362.401-s003-4x3-m005-WT0538-bddf277b0f729cc630efacf91b9f494f.properties\")\n",
+    "\n",
     "power_control result = 1172.9\n",
-    "# controller trained on steady dataset applied to variable dataset\n",
+    "\n",
+    "controller trained on steady dataset applied to variable dataset\n",
+    "\n",
     "run_wind_turbine('variable', \"testfiles\\\\\", \"ga--1362.401-s003-4x3-m005-WT0538-bddf277b0f729cc630efacf91b9f494f.properties\")\n",
+    "\n",
     "power_control result = 739.6\n",
-    "# controller trained on variable dataset applied to variable dataset\n",
+    "\n",
+    "controller trained on variable dataset applied to variable dataset\n",
+    "\n",
     "run_wind_turbine('variable', \"testfiles\\\\\", \"ga--2629.009-s001-5x5-m002-WT0416-31ecb19201d49e8c6f9dd1e172bd6944.properties\")\n",
+    "\n",
     "power_control result = 741.7\n",
-    "# controller trained on variable dataset applied to steady dataset\n",
+    "\n",
+    "controller trained on variable dataset applied to steady dataset\n",
+    "\n",
     "run_wind_turbine('steady', \"testfiles\\\\\", \"ga--2629.009-s001-5x5-m002-WT0416-31ecb19201d49e8c6f9dd1e172bd6944.properties\")\n",
+    "\n",
     "power_control result = 1171.5\n"
    ]
   },