diff --git a/student824_Visual.ipynb b/student824_Visual.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..54f4cba2900083bedff703dafd78036314c33090
--- /dev/null
+++ b/student824_Visual.ipynb
@@ -0,0 +1,306 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "Aj8r4ZB8gNCh"
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import datetime as dt\n",
+ "import networkx as nx"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "id": "xnK0QZNdOyFz"
+ },
+ "outputs": [],
+ "source": [
+ "Data_IR2=pd.read_csv(\"/Users/abilash/Downloads/student824.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "id": "5dzC30ESfINC"
+ },
+ "outputs": [],
+ "source": [
+ "Data_clean=Data_IR2[['Action Time','inst_book_section_exercise_id']].dropna(inplace=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "cqQRhY9Gfo9T",
+ "outputId": "75294d69-0dcd-4a09-e233-767b0669fdcb"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Action Time</th>\n",
+ " <th>inst_book_section_exercise_id</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Away time: 106.0 sec</td>\n",
+ " <td>902</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Away time: 106.0 sec</td>\n",
+ " <td>903</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Away time: 12.0 sec</td>\n",
+ " <td>902</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Away time: 12.0 sec</td>\n",
+ " <td>903</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Away time: 15.0 sec</td>\n",
+ " <td>902</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>203</th>\n",
+ " <td>Reading time: 9.0 sec</td>\n",
+ " <td>902</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>204</th>\n",
+ " <td>Reading time: 9.0 sec</td>\n",
+ " <td>902</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>205</th>\n",
+ " <td>Reading time: 9.0 sec</td>\n",
+ " <td>903</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>206</th>\n",
+ " <td>Reading time: 9.0 sec</td>\n",
+ " <td>903</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>207</th>\n",
+ " <td>Reading time: 9.0 sec</td>\n",
+ " <td>903</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>208 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Action Time inst_book_section_exercise_id\n",
+ "0 Away time: 106.0 sec 902\n",
+ "1 Away time: 106.0 sec 903\n",
+ "2 Away time: 12.0 sec 902\n",
+ "3 Away time: 12.0 sec 903\n",
+ "4 Away time: 15.0 sec 902\n",
+ ".. ... ...\n",
+ "203 Reading time: 9.0 sec 902\n",
+ "204 Reading time: 9.0 sec 902\n",
+ "205 Reading time: 9.0 sec 903\n",
+ "206 Reading time: 9.0 sec 903\n",
+ "207 Reading time: 9.0 sec 903\n",
+ "\n",
+ "[208 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Data_clean"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "id": "VGmBQ5CZk5UX"
+ },
+ "outputs": [],
+ "source": [
+ "def organise_labels(x):\n",
+ " task=[]\n",
+ " times=[]\n",
+ " for element in x:\n",
+ " if ':' in element:\n",
+ " task.append(element.split(':')[0])\n",
+ " times.append(float(element.split(':')[1].replace('seconds',' ').replace('sec','').strip()))\n",
+ " else:\n",
+ " task.append('unknown')\n",
+ " times.append(float(element.replace('seconds','').replace('secs','').strip()))\n",
+ "\n",
+ " task_list=list(set(task))\n",
+ " tasks_dict=dict()\n",
+ " for i in range(len(times)):\n",
+ " if task[i] in tasks_dict.keys():\n",
+ " tasks_dict[task[i]].append(times[i])\n",
+ " else:\n",
+ " tasks_dict[task[i]]=[times[i]]\n",
+ " formatted_str=[]\n",
+ "\n",
+ " for taskname in tasks_dict.keys():\n",
+ " formatted_str.append(taskname +':'+ str(round(np.mean(tasks_dict[taskname]),2)) + 'seconds')\n",
+ " return ('\\n'.join(formatted_str))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "id": "NtdeSbEUPgWV"
+ },
+ "outputs": [],
+ "source": [
+ "def graph_building(Data_IR):\n",
+ " Data_IR.loc[:,\"old_task_id\"]=Data_IR.inst_book_section_exercise_id.shift(1)\n",
+ " Data_IR.loc[0,'old_task_id']=int(0)\n",
+ " \n",
+ " MG = nx.MultiDiGraph() \n",
+ " G=nx.from_pandas_edgelist(Data_IR, source='old_task_id', target='inst_book_section_exercise_id',create_using=nx.DiGraph())\n",
+ " event_list=[]\n",
+ " for edge in G.edges:\n",
+ " event_list.append(edge[0])\n",
+ " event_list.append(edge[1])\n",
+ " EV=sorted(list(set(event_list)))\n",
+ " n=len(EV)\n",
+ "\n",
+ " MG.add_nodes_from(EV)\n",
+ " p=np.ceil(n**0.5)\n",
+ " for edge in G.edges:\n",
+ " L=[]\n",
+ " DF=Data_IR.loc[(Data_IR.old_task_id==edge[0])&(Data_IR.inst_book_section_exercise_id==edge[1]),[\"Action Time\"]]\n",
+ " if DF.shape[0]==1:\n",
+ " L.append((edge[0],edge[1],dict(act_time=str(DF['Action Time'].values[0]))))\n",
+ " else:\n",
+ " L.append((edge[0],edge[1],dict(act_time=organise_labels(DF['Action Time'].values))))\n",
+ " MG.add_edges_from(L)\n",
+ " \n",
+ " labelPosDict=dict()\n",
+ " nodePosDict =dict()\n",
+ " for i in range(n):\n",
+ " labelPosDict[EV[i]]=[p*(i//p),i%p]\n",
+ " nodePosDict[EV[i]]=[p*(i//p),i%p]\n",
+ " \n",
+ " plt.figure(figsize=(22, 10), dpi=600)\n",
+ " auto_pos=nx.spring_layout(MG)\n",
+ " labels=dict([((u,v),d['act_time']) for u,v,d in MG.edges(data=True)])\n",
+ " nx.draw_networkx_edge_labels(MG,pos=labelPosDict, edge_labels=labels)\n",
+ " nx.draw(MG,with_labels=True, pos=nodePosDict,node_color=\"orange\",\n",
+ " node_size=2500, alpha=0.3, font_weight=\"bold\", font_size=12, arrows=True,\n",
+ " connectionstyle='arc3, rad=0.2',edge_color='green', width=4)\n",
+ " \n",
+ " plt.axis('on')\n",
+ " plt.savefig('activity_chart.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 587
+ },
+ "id": "mE2hv4X7NjV5",
+ "outputId": "35244b90-e3d8-41bb-a672-8dbcca8de832"
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 13200x6000 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "graph_building(Data_clean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}