From b290f04d78aa0d2ba87d4f69d5ac49a154489ccd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E2=80=9CMSS3-ALSULAIMA=E2=80=9D?=
 <Mohammed3.Alsulaimani@live.uwe.ac.uk>
Date: Wed, 15 Nov 2023 17:09:01 +0400
Subject: [PATCH] FR2.11

---
 UFCFVQ-15-M Programming Task 2 Template.ipynb | 36 +++++++++++++++----
 1 file changed, 30 insertions(+), 6 deletions(-)

diff --git a/UFCFVQ-15-M Programming Task 2 Template.ipynb b/UFCFVQ-15-M Programming Task 2 Template.ipynb
index 588ced3..975e129 100644
--- a/UFCFVQ-15-M Programming Task 2 Template.ipynb	
+++ b/UFCFVQ-15-M Programming Task 2 Template.ipynb	
@@ -504,10 +504,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "# Creating a scatter plot to investigate the correlation between engagement and final mark\n",
+    "sns.scatterplot(x='click_events', y='final_mark', data=final_data_frame)\n",
+    "\n",
+    "# Adding title and labels\n",
+    "plt.xlabel('Click Events')\n",
+    "plt.ylabel('Final Mark ')\n",
+    "\n",
+    "# Displaying the plot\n",
+    "plt.show()\n",
+    "\n"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -542,9 +568,7 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "### Write here"
-   ]
+   "source": []
   },
   {
    "cell_type": "markdown",
-- 
GitLab