diff --git a/Labs/Assignment/.keep b/Labs/Assignment/.keep
deleted file mode 100644
index e69de29b..00000000
diff --git a/Labs/Assignment/Assignment_2/Group4_Assignment2/Group4_Assignment2_Julia.ipynb b/Labs/Assignment/Assignment_2/Group4_Assignment2/Group4_Assignment2_Julia.ipynb
index 6d2332be..25ab8f1d 100644
--- a/Labs/Assignment/Assignment_2/Group4_Assignment2/Group4_Assignment2_Julia.ipynb
+++ b/Labs/Assignment/Assignment_2/Group4_Assignment2/Group4_Assignment2_Julia.ipynb
@@ -765,7 +765,7 @@
     }
    ],
    "source": [
-    "#Answer 10\n",
+    "##Answer 10\n",
     "using Pkg\n",
     "Pkg.add(\"HDMjl\")\n"
    ]
@@ -896,7 +896,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Load the data\n",
+    "# Again Load the data\n",
     "data = CSV.read(\"../../../../data/wage2015_subsample_inference.csv\", DataFrame) \n",
     "\n",
     "# Define the dependent and independent variables\n",
@@ -1062,7 +1062,7 @@
     }
    ],
    "source": [
-    "##Answer 11\n",
+    "#Answer 11\n",
     "using CSV\n",
     "using DataFrames\n",
     "\n",