diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb
index 04afbbeef642bed43f7587fc1ef28aab3dbc8369..8e11556f9fc3d1239311a259eed0f54359066a7a 100644
--- a/UFCFVQ-15-M Programming Task 2.ipynb	
+++ b/UFCFVQ-15-M Programming Task 2.ipynb	
@@ -1506,12 +1506,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 696.375x500 with 1 Axes>"
       ]
@@ -1521,7 +1521,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 705.25x500 with 1 Axes>"
       ]
@@ -1532,10 +1532,12 @@
    ],
    "source": [
     "# Visualisating the final marks respecting to each age band\n",
-    "sns.catplot(x=\"age_band\", y=\"final_mark\",hue=\"final_mark\",data=UpdateDataFrame, kind=\"bar\", palette=\"Accent_r\" );\n",
+    "sns.catplot(x=\"age_band\", y=\"final_mark\",hue=\"final_mark\",data=UpdateDataFrame,\n",
+    "            kind=\"bar\", palette=\"Accent_r\").set(title='Final Marks in Each Age Band')\n",
     "plt.show()\n",
     "# Visualisating the click_events respecting to each age band\n",
-    "sns.catplot(x=\"age_band\", y=\"click_events\",hue=\"click_events\", data=UpdateDataFrame, kind=\"bar\", palette=\"Accent_r\" );\n",
+    "sns.catplot(x=\"age_band\", y=\"click_events\",hue=\"click_events\", data=UpdateDataFrame,\n",
+    "            kind=\"bar\", palette=\"Accent_r\" ).set(title='Engagement in Each Age Band')\n",
     "plt.show()"
    ]
   },