diff --git a/examples/07. Comparison on difficult cases.ipynb b/examples/07. Comparison on difficult cases.ipynb
index 0acd4eb..df58b07 100644
--- a/examples/07. Comparison on difficult cases.ipynb	
+++ b/examples/07. Comparison on difficult cases.ipynb	
@@ -114,7 +114,7 @@
    "outputs": [],
    "source": [
     "# Shared prediction job specs\n",
-    "pj=dict(id=1, # Should be updated for each experim\n",
+    "pj=dict(id=1, # Should be updated for each experiment\n",
     "        model='xgb',\n",
     "        quantiles=[0.05, 0.1, 0.3, 0.5, 0.7, 0.9, 0.95],\n",
     "        name=\"backtest\",\n",
@@ -377,12 +377,20 @@
     "    # Only keep region that was actually forecasted\n",
     "    forecast = forecast.iloc[-experiment['test_length']:]\n",
     "    \n",
-    "    ############\n",
-    "    # Calculate metrics\n",
-    "    \n",
-    "    \n",
+    "\n",
     "    #######\n",
-    "    # Store artifacts - metrics and forecasts"
+    "    # Store forecast\n",
+    "\n",
+    "\n",
+    "\n",
+    "######\n",
+    "# Concatenate results\n",
+    "\n",
+    "\n",
+    "############\n",
+    "# Calculate metrics\n",
+    "    \n",
+    "    "
    ]
   },
   {