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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Decision Tree Example\n",
+    "\n",
+    "#### Dataset used: heart_failure_clinical_records_dataset.csv\n",
+    "Download the dataset from `Location where it has been uploaded`\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np \n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn import tree\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import confusion_matrix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1. Read in the file and save the information in a dataframe\n",
+    "\n",
+    "'.data' files can be read using pd.read_csv command. Also give the columns their relavent headings. \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "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>age</th>\n",
+       "      <th>anaemia</th>\n",
+       "      <th>creatinine_phosphokinase</th>\n",
+       "      <th>diabetes</th>\n",
+       "      <th>ejection_fraction</th>\n",
+       "      <th>high_blood_pressure</th>\n",
+       "      <th>platelets</th>\n",
+       "      <th>serum_creatinine</th>\n",
+       "      <th>serum_sodium</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoking</th>\n",
+       "      <th>time</th>\n",
+       "      <th>DEATH_EVENT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.00000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.00000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>60.833893</td>\n",
+       "      <td>0.431438</td>\n",
+       "      <td>581.839465</td>\n",
+       "      <td>0.418060</td>\n",
+       "      <td>38.083612</td>\n",
+       "      <td>0.351171</td>\n",
+       "      <td>263358.029264</td>\n",
+       "      <td>1.39388</td>\n",
+       "      <td>136.625418</td>\n",
+       "      <td>0.648829</td>\n",
+       "      <td>0.32107</td>\n",
+       "      <td>130.260870</td>\n",
+       "      <td>0.32107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>11.894809</td>\n",
+       "      <td>0.496107</td>\n",
+       "      <td>970.287881</td>\n",
+       "      <td>0.494067</td>\n",
+       "      <td>11.834841</td>\n",
+       "      <td>0.478136</td>\n",
+       "      <td>97804.236869</td>\n",
+       "      <td>1.03451</td>\n",
+       "      <td>4.412477</td>\n",
+       "      <td>0.478136</td>\n",
+       "      <td>0.46767</td>\n",
+       "      <td>77.614208</td>\n",
+       "      <td>0.46767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>25100.000000</td>\n",
+       "      <td>0.50000</td>\n",
+       "      <td>113.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>116.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>212500.000000</td>\n",
+       "      <td>0.90000</td>\n",
+       "      <td>134.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>250.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>262000.000000</td>\n",
+       "      <td>1.10000</td>\n",
+       "      <td>137.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>115.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>582.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>45.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>303500.000000</td>\n",
+       "      <td>1.40000</td>\n",
+       "      <td>140.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>203.000000</td>\n",
+       "      <td>1.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>95.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>7861.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>850000.000000</td>\n",
+       "      <td>9.40000</td>\n",
+       "      <td>148.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>285.000000</td>\n",
+       "      <td>1.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              age     anaemia  creatinine_phosphokinase    diabetes  \\\n",
+       "count  299.000000  299.000000                299.000000  299.000000   \n",
+       "mean    60.833893    0.431438                581.839465    0.418060   \n",
+       "std     11.894809    0.496107                970.287881    0.494067   \n",
+       "min     40.000000    0.000000                 23.000000    0.000000   \n",
+       "25%     51.000000    0.000000                116.500000    0.000000   \n",
+       "50%     60.000000    0.000000                250.000000    0.000000   \n",
+       "75%     70.000000    1.000000                582.000000    1.000000   \n",
+       "max     95.000000    1.000000               7861.000000    1.000000   \n",
+       "\n",
+       "       ejection_fraction  high_blood_pressure      platelets  \\\n",
+       "count         299.000000           299.000000     299.000000   \n",
+       "mean           38.083612             0.351171  263358.029264   \n",
+       "std            11.834841             0.478136   97804.236869   \n",
+       "min            14.000000             0.000000   25100.000000   \n",
+       "25%            30.000000             0.000000  212500.000000   \n",
+       "50%            38.000000             0.000000  262000.000000   \n",
+       "75%            45.000000             1.000000  303500.000000   \n",
+       "max            80.000000             1.000000  850000.000000   \n",
+       "\n",
+       "       serum_creatinine  serum_sodium         sex    smoking        time  \\\n",
+       "count         299.00000    299.000000  299.000000  299.00000  299.000000   \n",
+       "mean            1.39388    136.625418    0.648829    0.32107  130.260870   \n",
+       "std             1.03451      4.412477    0.478136    0.46767   77.614208   \n",
+       "min             0.50000    113.000000    0.000000    0.00000    4.000000   \n",
+       "25%             0.90000    134.000000    0.000000    0.00000   73.000000   \n",
+       "50%             1.10000    137.000000    1.000000    0.00000  115.000000   \n",
+       "75%             1.40000    140.000000    1.000000    1.00000  203.000000   \n",
+       "max             9.40000    148.000000    1.000000    1.00000  285.000000   \n",
+       "\n",
+       "       DEATH_EVENT  \n",
+       "count    299.00000  \n",
+       "mean       0.32107  \n",
+       "std        0.46767  \n",
+       "min        0.00000  \n",
+       "25%        0.00000  \n",
+       "50%        0.00000  \n",
+       "75%        1.00000  \n",
+       "max        1.00000  "
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(r'datasets/heart_failure_clinical_records_dataset.csv')\n",
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2. Choose the Target Attribute\n",
+    "\n",
+    "Conventionally the class or target attribute is labeled as Y_data or just Y and the rest of the dataset is called X_data or X "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Y = data['DEATH_EVENT']\n",
+    "X = data.drop('DEATH_EVENT', axis = 1)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3. Split the data\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Finding out the data distribution of the target class `DEATH_EVENT`\n",
+    "\n",
+    "This is useful to consider when we split the data into testing and training datasets. The predictions of a classifer can be skewed severly if it is trained on a non proportional dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Number of records')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(data[\"DEATH_EVENT\"], bins = 2, edgecolor = \"black\")\n",
+    "plt.xlabel(\"Class\")\n",
+    "plt.ylabel(\"Number of records\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "####  We train the classifier on propotionally split data. We use 70% of data to train the model and 30% to test it. \n",
+    "\n",
+    "To split the data into testing and training sets we are going to use the `train_test_split()` function from `sklearn.model_selection`. \n",
+    "\n",
+    "The `stratify` parameter is used to proportionally split according to distribution of target class.\n",
+    "\n",
+    "Documentaion: https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size= 0.3, stratify = Y)  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 4. Decision Tree Classifier \n",
+    "\n",
+    "For this example I am using the `Gini Impurity` method. \n",
+    "\n",
+    "#### Building the classifer\n",
+    "\n",
+    "The Classifer is built using the `DecisionTreeClassifier()` method from `sklearn.tree`. The parameter `criterion` is used to specify the type of decision tree.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clf = tree.DecisionTreeClassifier(criterion='gini')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Training the classifer\n",
+    "\n",
+    "We will train the classifier on the traing data i.e. `X_train`, `Y_train`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DecisionTreeClassifier()"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf.fit(X_train, Y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 5. Model Accuracy \n",
+    "\n",
+    "#### Confusion Matrices\n",
+    "\n",
+    "To build the confusion matrix we need to get the predictions of the trained model on the testing dataset i.e. `X_test`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Y_predictions = clf.predict(X_test)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The confusion matrix for our model is built using `confusion_matrix` from `sklearn.metrics`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cm = confusion_matrix(Y_predictions, Y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### To get the accuracy we need to get the sum of (true positives + true negatives) / total\n",
+    "This metric gives overall how often the classifer is correct. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def accuracy(confusion_matrix):\n",
+    "   diagonal_sum = confusion_matrix.trace()\n",
+    "   sum_of_all_elements = confusion_matrix.sum()\n",
+    "   return diagonal_sum / sum_of_all_elements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7444444444444445"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "accuracy(cm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 6. Tree Visualization \n",
+    "\n",
+    "The Tree is viusalized using `sklearn.tree.plot_tree()` This is plotted on a matplotlib figure and matplotlib commands can be used to style it. \n",
+    "\n",
+    "The overlap of nodes is a bug present in the plot_tree() function when plotting some kinds of trees. To view the hidden nodes try changing `figsize` to adapt the plot to your monitor resolution.   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(25,20))\n",
+    "tree.plot_tree(clf, filled=True, fontsize=10, max_depth= None,feature_names = list(X.columns), class_names = True)\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.7.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/dt.ipynb b/dt.ipynb
new file mode 100644
index 0000000..eb03f38
--- /dev/null
+++ b/dt.ipynb
@@ -0,0 +1,2407 @@
+<!DOCTYPE html>
+
+<html  dir="ltr" lang="en-us" xml:lang="en-us">
+<head>
+    <title>DSDA 345 01_SP-2021: Decision Tree Project Code</title>
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+<script>
+//<![CDATA[
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+                                <span class="menu-action-text" id="actionmenuaction-4">Messages</span>
+                        </a>
+                                                                <a href="https://moodle.beloit.edu/user/preferences.php" class="dropdown-item menu-action" role="menuitem" data-title="preferences,moodle" aria-labelledby="actionmenuaction-5">
+                                <i class="icon fa fa-wrench fa-fw " aria-hidden="true"  ></i>
+                                <span class="menu-action-text" id="actionmenuaction-5">Preferences</span>
+                        </a>
+                                                                <a href="https://moodle.beloit.edu/login/logout.php?sesskey=L6DVncmyk0" class="dropdown-item menu-action" role="menuitem" data-title="logout,moodle" aria-labelledby="actionmenuaction-6">
+                                <i class="icon fa fa-sign-out fa-fw " aria-hidden="true"  ></i>
+                                <span class="menu-action-text" id="actionmenuaction-6">Log out</span>
+                        </a>
+                    <div class="dropdown-divider" role="presentation"><span class="filler">&nbsp;</span></div>
+                                                                <a href="https://moodle.beloit.edu/course/switchrole.php?id=643&amp;switchrole=-1&amp;returnurl=%2Fmod%2Fresource%2Fview.php%3Fid%3D32586" class="dropdown-item menu-action" role="menuitem" data-title="switchroleto,moodle" aria-labelledby="actionmenuaction-7">
+                                <i class="icon fa fa-user-secret fa-fw " aria-hidden="true"  ></i>
+                                <span class="menu-action-text" id="actionmenuaction-7">Switch role to...</span>
+                        </a>
+                            </div>
+                    </div>
+                </div>
+
+        </div>
+
+</div></div>
+                </li>
+            </ul>
+            <!-- search_box -->
+    </nav>
+    
+
+        <div class="headerbkg"><div class="customimage" style="background-image: url(&quot;//moodle.beloit.edu/pluginfile.php/1/theme_fordson/headerdefaultimage/1623178923/Copy%20of%20JOHNSON_20131026_863%281%29.jpg&quot;); background-size: cover; background-position:center;
+                width: 100%; height: 100%;"></div></div>
+
+    <div id="page" class="container-fluid">
+        
+        <div id="learningcontent">
+        
+            <div class="modal fade" id="teacherdashslider" tabindex="-1" role="dialog" aria-labelledby="teacherdashslider" aria-hidden="true">
+  <div class="modal-dialog" role="document">
+
+    <div class="modal-content">
+    <div class="modal-body">
+
+        <button type="button" class="close" data-dismiss="modal" aria-label="Close">
+              <span aria-hidden="true">&times;</span>
+        </button>
+
+        <div class="teacherdashboard">
+        <div class="container-fluid">
+            <div class="editcogbutton"><div class="pull-xs-right context-header-settings-menu"></div></div>
+                <div class="coursemanagementmessage"></div>
+
+                <div class="row">
+                <div class="col-md-3 activities">
+                    <div class="dashtitle">
+                        <h3 class="card-title"><i class="fa fa-check-square-o dashicon"></i>Activities</h3>
+                        <p>View All Activities in Course</p>
+                    </div>
+                    <div class="list-group">
+                    <div class="list-group" aria-labelledby="list-group-622974bf27013622974bf1ce9223">
+        <a href="https://moodle.beloit.edu/mod/assign/index.php?id=643"class="list-group-item" >Assignments</a>
+        <a href="https://moodle.beloit.edu/mod/forum/index.php?id=643"class="list-group-item" >Forums</a>
+        <a href="https://moodle.beloit.edu/mod/quiz/index.php?id=643"class="list-group-item" >Quizzes</a>
+        <a href="https://moodle.beloit.edu/course/resources.php?id=643"class="list-group-item" >Resources</a>
+ </div>
+                    </div>
+                </div>
+
+                <div class="col-md-3 questionlinks">
+                    <div class="dashtitle">
+                        <h3><i class="fa fa-question-circle dashicon"></i>Question Bank</h3>
+                        <p>Create and organize quiz questions</p>
+                    </div>
+                    <div class="list-group">
+                            <a href="https://moodle.beloit.edu/question/edit.php?courseid=643" class="list-group-item">Question bank</a>
+                            <a href="https://moodle.beloit.edu/question/category.php?courseid=643" class="list-group-item">Question category</a>
+                            <a href="https://moodle.beloit.edu/question/import.php?courseid=643" class="list-group-item">Import</a>
+                            <a href="https://moodle.beloit.edu/question/export.php?courseid=643" class="list-group-item">Export</a>
+                    </div>
+                    <div class="dashtitle">
+                        <h3><i class="fa fa-trophy dashicon"></i>Badges</h3>
+                        <p>Award your students</p>
+                    </div>
+                    <div class="list-group">
+                            <a href="https://moodle.beloit.edu/badges/index.php?type=2&amp;id=643" class="list-group-item">Manage badges</a>
+                            <a href="https://moodle.beloit.edu/badges/newbadge.php?type=2&amp;id=643" class="list-group-item">Add a new badge</a>
+                    </div>
+                </div>
+
+                <div class="col-md-3 coursemanagelinks">
+                    <div class="dashtitle">
+                        <h3><i class="fa fa-cogs dashicon"></i>Course Settings</h3>
+                        <p>Manage your entire course</p>
+                    </div>
+                    <div class="list-group">
+                            <a href="https://moodle.beloit.edu/course/edit.php?id=643" class="list-group-item">Edit course settings</a>
+                            <a href="https://moodle.beloit.edu/grade/edit/tree/index.php?id=643" class="list-group-item">Gradebook setup</a>
+                            <a href="https://moodle.beloit.edu/course/completion.php?id=643" class="list-group-item">Edit course completion settings</a>
+                            <a href="https://moodle.beloit.edu/admin/tool/lp/coursecompetencies.php?courseid=643" class="list-group-item">Competencies</a>
+                            <a href="https://moodle.beloit.edu/course/admin.php?courseid=643" class="list-group-item">Course administration</a>
+                            <a href="https://moodle.beloit.edu/backup/copy.php?id=643" class="list-group-item">Copy course</a>
+                            <a href="https://moodle.beloit.edu/course/reset.php?id=643" class="list-group-item">Reset</a>
+                            <a href="https://moodle.beloit.edu/backup/backup.php?id=643" class="list-group-item">Backup</a>
+                            <a href="https://moodle.beloit.edu/backup/restorefile.php?contextid=48847" class="list-group-item">Restore</a>
+                            <a href="https://moodle.beloit.edu/backup/import.php?id=643" class="list-group-item">Import</a>
+                            <a href="https://moodle.beloit.edu/admin/tool/recyclebin/index.php?contextid=48847" class="list-group-item">Recycle bin</a>
+                            <a href="https://moodle.beloit.edu/filter/manage.php?contextid=48847" class="list-group-item">Filter settings</a>
+                            <a href="https://moodle.beloit.edu/admin/tool/monitor/managerules.php?courseid=643" class="list-group-item">Event monitoring</a>
+                    </div>
+                </div>
+
+                <div class="col-md-3 userlinks">
+                    <div class="dashtitle">
+                        <h3><i class="fa fa-users dashicon"></i>User Links</h3>
+                        <p>Manage your students</p>
+                    </div>
+                    <div class="list-group">
+                            <a href="https://moodle.beloit.edu/grade/report/grader/index.php?id=643" class="list-group-item">Gradebook</a>
+                            <a href="https://moodle.beloit.edu/user/index.php?id=643" class="list-group-item">Participants</a>
+                            <a href="https://moodle.beloit.edu/group/index.php?id=643" class="list-group-item">Groups</a>
+                            <a href="https://moodle.beloit.edu/enrol/instances.php?id=643" class="list-group-item">Enrollment methods</a>
+                            <a href="https://moodle.beloit.edu/report/progress/index.php?course=643" class="list-group-item">Activity completion</a>
+                            <a href="https://moodle.beloit.edu/report/completion/index.php?course=643" class="list-group-item">Course completion</a>
+                            <a href="https://moodle.beloit.edu/report/log/index.php?id=643" class="list-group-item">Logs</a>
+                            <a href="https://moodle.beloit.edu/report/loglive/index.php?id=643" class="list-group-item">View live logs</a>
+                            <a href="https://moodle.beloit.edu/report/participation/index.php?id=643" class="list-group-item">View course participation report</a>
+                            <a href="https://moodle.beloit.edu/report/outline/index.php?id=643" class="list-group-item">View activity report</a>
+                    </div>
+                </div>
+            </div>
+
+        </div>
+        </div>
+
+    </div>
+    </div>
+
+</div>
+</div>
+
+
+
+<div style="clear:both;"></div>
+            <div class="collapse" id="blockslider" class="slidingblockpanel">
+                    <div class="fp-blocks">
+                        <div class="container-fluid">
+                            <div class="row">
+                                <div class="col-md-4">
+                                        <section data-region="blocks-fpa" class="hidden-print">
+                                            <aside id="block-region-fp-a" class="block-region" data-blockregion="fp-a" data-droptarget="1"><a href="#sb-1" class="sr-only sr-only-focusable">Skip Quickmail</a>
+
+<section id="inst150"
+     class=" block_quickmail block list_block  card mb-3"
+     role="complementary"
+     data-block="quickmail"
+          aria-labelledby="instance-150-header"
+     >
+
+    <div class="card-body p-3">
+
+            <h5 id="instance-150-header" class="card-title d-inline">Quickmail</h5>
+
+
+        <div class="card-text content mt-3">
+            <ul class="unlist"><li class="r0"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/compose.php?courseid=643"><i class="icon fa fa-envelope-o fa-fw icon"  title="Compose Course Message" aria-label="Compose Course Message"></i>Compose Course Message</a></div></li>
+<li class="r1"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/drafts.php?courseid=643"><i class="icon fa fa-sticky-note fa-fw icon"  title="View Drafts" aria-label="View Drafts"></i>View Drafts</a></div></li>
+<li class="r0"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/queued.php?courseid=643"><i class="icon fa fa-calendar-check-o fa-fw icon"  title="View Scheduled" aria-label="View Scheduled"></i>View Scheduled</a></div></li>
+<li class="r1"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/sent.php?courseid=643"><i class="icon fa fa-comment fa-fw icon"  title="View Sent Messages" aria-label="View Sent Messages"></i>View Sent Messages</a></div></li>
+<li class="r0"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/signatures.php?courseid=643"><i class="icon fa fa-pencil fa-fw icon"  title="My Signatures" aria-label="My Signatures"></i>My Signatures</a></div></li>
+<li class="r1"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/alternate.php?courseid=643"><i class="icon fa fa-plus fa-fw icon"  title="Alternate Emails" aria-label="Alternate Emails"></i>Alternate Emails</a></div></li>
+<li class="r0"><div class="column c1"><a href="https://moodle.beloit.edu/blocks/quickmail/configuration.php?courseid=643"><i class="icon fa fa-cog fa-fw icon"  title="Configuration" aria-label="Configuration"></i>Configuration</a></div></li></ul>
+            <div class="footer"></div>
+            
+        </div>
+
+    </div>
+
+</section>
+
+  <span id="sb-1"></span></aside>
+                                        </section>
+                                </div>
+                                <div class="col-md-4">
+                                        <section data-region="blocks-fpb" class="hidden-print">
+                                            <aside id="block-region-fp-b" class="block-region" data-blockregion="fp-b" data-droptarget="1"></aside>
+                                        </section>
+                                </div>
+                                <div class="col-md-4">
+                                        <section data-region="blocks-fpc" class="hidden-print">
+                                            <aside id="block-region-fp-c" class="block-region" data-blockregion="fp-c" data-droptarget="1"></aside>
+                                        </section>
+                                </div>
+                            </div>
+                        </div>
+            
+                    </div>
+                    <button id="blocksliderbuttonclose" class="btn btn-primary blockpanelbutton" type="button" data-toggle="collapse" data-target="#blockslider" aria-expanded="true" aria-controls="blockslider">
+                        <i class="fa fa-times-circle" aria-hidden="true"> </i> <span class="blockbtntext">Close</span>
+                    </button>
+            </div>
+            
+            <div class="text-right blockpanelbtn">
+            <button id="blocksliderbutton" class="btn btn-primary blockpanelbutton" type="button" data-toggle="collapse" data-target="#blockslider" aria-expanded="false" aria-controls="blockslider">
+                <i class="fa fa-arrows-v" aria-hidden="true"> </i> <span class="blockbtntext">Course Blocks</span>
+              </button>
+            </div>
+            
+            <header id="page-header" class="row">
+    <div class="col-12 pt-3 pb-3">
+        <div class="card ">
+            <div class="card-body ">
+                <div class="d-flex">
+                    <div class="mr-auto">
+                        <a href="https://moodle.beloit.edu/course/view.php?id=643"><div class="page-context-header"><div class="page-header-headings"><h1>DSDA 345 01_SP-2021 - Data Mining</h1></div></div></a>
+                    </div>
+
+                    <div class="header-actions-container flex-shrink-0" data-region="header-actions-container">
+                    </div>
+                </div>
+                <div class="d-flex flex-wrap">
+                    <div id="page-navbar">
+                        <nav role="navigation" aria-label="Navigation bar">
+    <ul class="breadcrumb">
+                <li class="breadcrumb-item">
+                    <a href="https://moodle.beloit.edu/my/"  >Dashboard</a>
+                </li>
+                <li class="breadcrumb-item">My courses</li>
+                <li class="breadcrumb-item">
+                    <a href="https://moodle.beloit.edu/course/view.php?id=643"  title="DSDA 345 01_SP-2021 - Data Mining">DSDA 345 01_SP-2021</a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="https://moodle.beloit.edu/course/view.php?id=643#section-5"  >February 21 - February 27</a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="https://moodle.beloit.edu/mod/resource/view.php?id=32586" aria-current="page" title="File">Decision Tree Project Code</a>
+                </li>
+    </ul>
+</nav>
+                    </div>
+
+                    <div class="ml-auto d-flex">
+                        
+                    </div>
+                    <div id="course-header">
+                        
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+</header>
+            
+            <div id="page-content" class="row pb-3">
+                <div id="region-main-box" class="col-12">
+                    <div id="region-main-settings-menu" class="d-print-none ">
+                        <div> <div class="action-menu moodle-actionmenu d-inline" id="action-menu-4" data-enhance="moodle-core-actionmenu">
+
+        <div class="menubar d-flex " id="action-menu-4-menubar" role="menubar">
+
+            
+
+
+                <div class="action-menu-trigger">
+                    <div class="dropdown">
+                        <a href="#" tabindex="0" class="d-inline-block  dropdown-toggle icon-no-margin" id="action-menu-toggle-4" aria-label="Actions menu" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false" aria-controls="action-menu-4-menu">
+                            
+                            
+<i class="icon fa fa-cog fa-fw "  title="Actions menu" aria-label="Actions menu"></i>                                
+                        </a>
+                            <div class="dropdown-menu dropdown-menu-right menu align-tr-br" id="action-menu-4-menu" data-rel="menu-content" aria-labelledby="action-menu-toggle-4" role="menu" data-align="tr-br">
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/course/modedit.php?update=32586&return=1" id="action_link622974bf1ce9224" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Edit settings</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/admin/roles/assign.php?contextid=48847" id="action_link622974bf1ce9225" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Locally assigned roles</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/admin/roles/permissions.php?contextid=48847" id="action_link622974bf1ce9226" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Permissions</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/admin/roles/check.php?contextid=48847" id="action_link622974bf1ce9227" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Check permissions</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/filter/manage.php?contextid=48847" id="action_link622974bf1ce9228" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Filters</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/report/competency/index.php?id=643&mod=32586" id="action_link622974bf1ce9229" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Competency breakdown</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/report/log/index.php?chooselog=1&id=643&modid=32586" id="action_link622974bf1ce9230" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Logs</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/backup/backup.php?id=643&cm=32586" id="action_link622974bf1ce9231" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Backup</a>
+
+
+
+</div>
+                                            <div class="dropdown-item">
+
+    <a href="https://moodle.beloit.edu/backup/restorefile.php?contextid=48847" id="action_link622974bf1ce9232" class=""  role="menuitem" ><i class="icon fa fa-fw fa-fw " aria-hidden="true"  ></i>Restore</a>
+
+
+
+</div>
+                            </div>
+                    </div>
+                </div>
+
+        </div>
+
+</div> </div>
+                    </div>
+                    <section id="region-main" >
+
+                                    <div class="region_main_settings_menu_proxy"></div>
+                                
+                                <span class="notifications" id="user-notifications"></span>
+                                <div role="main"><span id="maincontent"></span><h2>Decision Tree Project Code</h2><div class="resourceworkaround">Click <a href="https://moodle.beloit.edu/pluginfile.php/48847/mod_resource/content/1/Decision%20Tree%20Example.ipynb" onclick="this.target='_blank'">Decision Tree Example.ipynb</a> link to view the file.</div></div>
+                                
+
+                    </section>
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <div
+    id="drawer-622974bf2c39a622974bf1ce9233"
+    class=" drawer bg-white hidden"
+    aria-expanded="false"
+    aria-hidden="true"
+    data-region="right-hand-drawer"
+    role="region"
+    tabindex="0"
+>
+            <div id="message-drawer-622974bf2c39a622974bf1ce9233" class="message-app" data-region="message-drawer" role="region">
+            <div class="closewidget bg-light border-bottom text-right">
+                <a class="text-dark" data-action="closedrawer" href="#">
+                     <i class="icon fa fa-window-close fa-fw "  title="Close" aria-label="Close"></i>
+                </a>
+            </div>
+            <div class="header-container position-relative" data-region="header-container">
+                <div class="hidden border-bottom px-2 py-3" aria-hidden="true" data-region="view-contacts">
+                    <div class="d-flex align-items-center">
+                        <div class="align-self-stretch">
+                            <a class="h-100 d-flex align-items-center mr-2" href="#" data-route-back role="button">
+                                <div class="icon-back-in-drawer">
+                                    <span class="dir-rtl-hide"><i class="icon fa fa-chevron-left fa-fw " aria-hidden="true"  ></i></span>
+                                    <span class="dir-ltr-hide"><i class="icon fa fa-chevron-right fa-fw " aria-hidden="true"  ></i></span>
+                                </div>
+                                <div class="icon-back-in-app">
+                                    <span class="dir-rtl-hide"><i class="icon fa fa-times fa-fw " aria-hidden="true"  ></i></span>
+                                </div>                            </a>
+                        </div>
+                        <div>
+                            Contacts
+                        </div>
+                        <div class="ml-auto">
+                            <a href="#" data-route="view-search" role="button" aria-label="Search">
+                                <i class="icon fa fa-search fa-fw " aria-hidden="true"  ></i>
+                            </a>
+                        </div>
+                    </div>
+                </div>                
+                <div
+                    class="hidden bg-white position-relative border-bottom p-1 p-sm-2"
+                    aria-hidden="true"
+                    data-region="view-conversation"
+                >
+                    <div class="hidden" data-region="header-content"></div>
+                    <div class="hidden" data-region="header-edit-mode">
+                        
+                        <div class="d-flex p-2 align-items-center">
+                            Messages selected:
+                            <span class="ml-1" data-region="message-selected-court">1</span>
+                            <button type="button" class="ml-auto close" aria-label="Cancel message selection"
+                                data-action="cancel-edit-mode">
+                                    <span aria-hidden="true">&times;</span>
+                            </button>
+                        </div>
+                    </div>
+                    <div data-region="header-placeholder">
+                        <div class="d-flex">
+                            <div
+                                class="ml-2 rounded-circle bg-pulse-grey align-self-center"
+                                style="height: 38px; width: 38px"
+                            >
+                            </div>
+                            <div class="ml-2 " style="flex: 1">
+                                <div
+                                    class="mt-1 bg-pulse-grey w-75"
+                                    style="height: 16px;"
+                                >
+                                </div>
+                            </div>
+                            <div
+                                class="ml-2 bg-pulse-grey align-self-center"
+                                style="height: 16px; width: 20px"
+                            >
+                            </div>
+                        </div>
+                    </div>
+                    <div
+                        class="hidden position-absolute"
+                        data-region="confirm-dialogue-container"
+                        style="top: 0; bottom: -1px; right: 0; left: 0; background: rgba(0,0,0,0.3);"
+                    ></div>
+                </div>                <div class="border-bottom  p-1 px-sm-2 py-sm-3" aria-hidden="false"  data-region="view-overview">
+                    <div class="d-flex align-items-center">
+                        <div class="input-group simplesearchform">
+                            <input
+                                type="text"
+                                class="form-control"
+                                placeholder="Search"
+                                aria-label="Search"
+                                data-region="view-overview-search-input"
+                            >
+                            <div class="input-group-append">
+                                <span class="icon-no-margin btn btn-submit">
+                                    <i class="icon fa fa-search fa-fw " aria-hidden="true"  ></i>
+                                </span>
+                            </div>
+                        </div>
+                        <div class="ml-2">
+                            <a
+                                href="#"
+                                data-route="view-settings"
+                                data-route-param="1250"
+                                aria-label="Settings"
+                                role="button"
+                            >
+                                <i class="icon fa fa-cog fa-fw " aria-hidden="true"  ></i>
+                            </a>
+                        </div>
+                    </div>
+                    <div class="text-right mt-sm-3">
+                        <a href="#" data-route="view-contacts" role="button">
+                            <i class="icon fa fa-user fa-fw " aria-hidden="true"  ></i>
+                            Contacts
+                            <span class="badge badge-primary bg-primary ml-2 hidden"
+                            data-region="contact-request-count"
+                            aria-label="There are 0 pending contact requests">
+                                0
+                            </span>
+                        </a>
+                    </div>
+                </div>
+                
+                <div class="hidden border-bottom px-2 py-3 view-search"  aria-hidden="true" data-region="view-search">
+                    <div class="d-flex align-items-center">
+                        <a
+                            class="mr-2 align-self-stretch d-flex align-items-center"
+                            href="#"
+                            data-route-back
+                            data-action="cancel-search"
+                            role="button"
+                        >
+                            <div class="icon-back-in-drawer">
+                                <span class="dir-rtl-hide"><i class="icon fa fa-chevron-left fa-fw " aria-hidden="true"  ></i></span>
+                                <span class="dir-ltr-hide"><i class="icon fa fa-chevron-right fa-fw " aria-hidden="true"  ></i></span>
+                            </div>
+                            <div class="icon-back-in-app">
+                                <span class="dir-rtl-hide"><i class="icon fa fa-times fa-fw " aria-hidden="true"  ></i></span>
+                            </div>                        </a>
+                        <div class="input-group simplesearchform">
+                            <input
+                                type="text"
+                                class="form-control"
+                                placeholder="Search"
+                                aria-label="Search"
+                                data-region="search-input"
+                            >
+                            <div class="input-group-append">
+                                <button
+                                    class="btn btn-submit icon-no-margin"
+                                    type="button"
+                                    data-action="search"
+                                    aria-label="Search"
+                                >
+                                    <span data-region="search-icon-container">
+                                        <i class="icon fa fa-search fa-fw " aria-hidden="true"  ></i>
+                                    </span>
+                                    <span class="hidden" data-region="loading-icon-container">
+                                        <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                    </span>
+                                </button>
+                            </div>
+                        </div>
+                    </div>
+                </div>                
+                <div class="hidden border-bottom px-2 py-3" aria-hidden="true" data-region="view-settings">
+                    <div class="d-flex align-items-center">
+                        <div class="align-self-stretch" >
+                            <a class="h-100 d-flex mr-2 align-items-center" href="#" data-route-back role="button">
+                                <div class="icon-back-in-drawer">
+                                    <span class="dir-rtl-hide"><i class="icon fa fa-chevron-left fa-fw " aria-hidden="true"  ></i></span>
+                                    <span class="dir-ltr-hide"><i class="icon fa fa-chevron-right fa-fw " aria-hidden="true"  ></i></span>
+                                </div>
+                                <div class="icon-back-in-app">
+                                    <span class="dir-rtl-hide"><i class="icon fa fa-times fa-fw " aria-hidden="true"  ></i></span>
+                                </div>                            </a>
+                        </div>
+                        <div>
+                            Settings
+                        </div>
+                    </div>
+                </div>
+            </div>
+            <div class="body-container position-relative" data-region="body-container">
+                
+                <div
+                    class="hidden"
+                    data-region="view-contact"
+                    aria-hidden="true"
+                >
+                    <div class="p-2 pt-3" data-region="content-container"></div>
+                </div>                <div class="hidden h-100" data-region="view-contacts" aria-hidden="true" data-user-id="1250">
+                    <div class="d-flex flex-column h-100">
+                        <div class="p-3 border-bottom">
+                            <ul class="nav nav-pills nav-fill" role="tablist">
+                                <li class="nav-item">
+                                    <a
+                                        id="contacts-tab-622974bf2c39a622974bf1ce9233"
+                                        class="nav-link active"
+                                        href="#contacts-tab-panel-622974bf2c39a622974bf1ce9233"
+                                        data-toggle="tab"
+                                        data-action="show-contacts-section"
+                                        role="tab"
+                                        aria-controls="contacts-tab-panel-622974bf2c39a622974bf1ce9233"
+                                        aria-selected="true"
+                                    >
+                                        Contacts
+                                    </a>
+                                </li>
+                                <li class="nav-item">
+                                    <a
+                                        id="requests-tab-622974bf2c39a622974bf1ce9233"
+                                        class="nav-link"
+                                        href="#requests-tab-panel-622974bf2c39a622974bf1ce9233"
+                                        data-toggle="tab"
+                                        data-action="show-requests-section"
+                                        role="tab"
+                                        aria-controls="requests-tab-panel-622974bf2c39a622974bf1ce9233"
+                                        aria-selected="false"
+                                    >
+                                        Requests
+                                        <span class="badge badge-primary bg-primary ml-2 hidden"
+                                        data-region="contact-request-count"
+                                        aria-label="There are 0 pending contact requests">
+                                            0
+                                        </span>
+                                    </a>
+                                </li>
+                            </ul>
+                        </div>
+                        <div class="tab-content d-flex flex-column h-100">
+                                            <div
+                    class="tab-pane fade show active h-100 lazy-load-list"
+                    aria-live="polite"
+                    data-region="lazy-load-list"
+                    data-user-id="1250"
+                                        id="contacts-tab-panel-622974bf2c39a622974bf1ce9233"
+                    data-section="contacts"
+                    role="tabpanel"
+                    aria-labelledby="contacts-tab-622974bf2c39a622974bf1ce9233"
+
+                >
+                    
+                    <div class="hidden text-center p-2" data-region="empty-message-container">
+                        No contacts
+                    </div>
+                    <div class="hidden list-group" data-region="content-container">
+                        
+                    </div>
+                    <div class="list-group" data-region="placeholder-container">
+                        
+                    </div>
+                    <div class="w-100 text-center p-3 hidden" data-region="loading-icon-container" >
+                        <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                    </div>
+                </div>
+                
+                                            <div
+                    class="tab-pane fade h-100 lazy-load-list"
+                    aria-live="polite"
+                    data-region="lazy-load-list"
+                    data-user-id="1250"
+                                        id="requests-tab-panel-622974bf2c39a622974bf1ce9233"
+                    data-section="requests"
+                    role="tabpanel"
+                    aria-labelledby="requests-tab-622974bf2c39a622974bf1ce9233"
+
+                >
+                    
+                    <div class="hidden text-center p-2" data-region="empty-message-container">
+                        No contact requests
+                    </div>
+                    <div class="hidden list-group" data-region="content-container">
+                        
+                    </div>
+                    <div class="list-group" data-region="placeholder-container">
+                        
+                    </div>
+                    <div class="w-100 text-center p-3 hidden" data-region="loading-icon-container" >
+                        <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                    </div>
+                </div>
+                        </div>
+                    </div>
+                </div>                
+                <div
+                    class="view-conversation hidden h-100"
+                    aria-hidden="true"
+                    data-region="view-conversation"
+                    data-user-id="1250"
+                    data-midnight="1646805600"
+                    data-message-poll-min="10"
+                    data-message-poll-max="120"
+                    data-message-poll-after-max="300"
+                    style="overflow-y: auto; overflow-x: hidden"
+                >
+                    <div class="position-relative h-100" data-region="content-container" style="overflow-y: auto; overflow-x: hidden">
+                        <div class="content-message-container hidden h-100 px-2 pt-0" data-region="content-message-container" role="log" style="overflow-y: auto; overflow-x: hidden">
+                            <div class="py-3 sticky-top z-index-1 border-bottom text-center hidden" data-region="contact-request-sent-message-container">
+                                <p class="m-0">Contact request sent</p>
+                                <p class="font-italic font-weight-light" data-region="text"></p>
+                            </div>
+                            <div class="p-3 text-center hidden" data-region="self-conversation-message-container">
+                                <p class="m-0">Personal space</p>
+                                <p class="font-italic font-weight-light" data-region="text">Save draft messages, links, notes etc. to access later.</p>
+                           </div>
+                            <div class="hidden text-center p-3" data-region="more-messages-loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</div>
+                        </div>
+                        <div class="p-4 w-100 h-100 hidden position-absolute" data-region="confirm-dialogue-container" style="top: 0; background: rgba(0,0,0,0.3);">
+                            
+                            <div class="p-3 bg-white" data-region="confirm-dialogue" role="alert">
+                                <p class="text-muted" data-region="dialogue-text"></p>
+                                <div class="mb-2 custom-control custom-checkbox hidden" data-region="delete-messages-for-all-users-toggle-container">
+                                    <input type="checkbox" class="custom-control-input" id="delete-messages-for-all-users" data-region="delete-messages-for-all-users-toggle">
+                                    <label class="custom-control-label text-muted" for="delete-messages-for-all-users">
+                                        Delete for me and for everyone else
+                                    </label>
+                                </div>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="confirm-block">
+                                    <span data-region="dialogue-button-text">Block</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="confirm-unblock">
+                                    <span data-region="dialogue-button-text">Unblock</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="confirm-remove-contact">
+                                    <span data-region="dialogue-button-text">Remove</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="confirm-add-contact">
+                                    <span data-region="dialogue-button-text">Add</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="confirm-delete-selected-messages">
+                                    <span data-region="dialogue-button-text">Delete</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="confirm-delete-conversation">
+                                    <span data-region="dialogue-button-text">Delete</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="request-add-contact">
+                                    <span data-region="dialogue-button-text">Send contact request</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block hidden" data-action="accept-contact-request">
+                                    <span data-region="dialogue-button-text">Accept and add to contacts</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-secondary btn-block hidden" data-action="decline-contact-request">
+                                    <span data-region="dialogue-button-text">Decline</span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                                <button type="button" class="btn btn-primary btn-block" data-action="okay-confirm">OK</button>
+                                <button type="button" class="btn btn-secondary btn-block" data-action="cancel-confirm">Cancel</button>
+                            </div>
+                        </div>
+                        <div class="px-2 pb-2 pt-0" data-region="content-placeholder">
+                            <div class="h-100 d-flex flex-column">
+                                <div
+                                    class="px-2 pb-2 pt-0 bg-light h-100"
+                                    style="overflow-y: auto"
+                                >
+                                    <div class="mt-4">
+                                        <div class="mb-4">
+                                            <div class="mx-auto bg-white" style="height: 25px; width: 100px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                    </div>                                    <div class="mt-4">
+                                        <div class="mb-4">
+                                            <div class="mx-auto bg-white" style="height: 25px; width: 100px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                    </div>                                    <div class="mt-4">
+                                        <div class="mb-4">
+                                            <div class="mx-auto bg-white" style="height: 25px; width: 100px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                    </div>                                    <div class="mt-4">
+                                        <div class="mb-4">
+                                            <div class="mx-auto bg-white" style="height: 25px; width: 100px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                    </div>                                    <div class="mt-4">
+                                        <div class="mb-4">
+                                            <div class="mx-auto bg-white" style="height: 25px; width: 100px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                        <div class="d-flex flex-column p-2 bg-white rounded mb-2">
+                                            <div class="d-flex align-items-center mb-2">
+                                                <div class="mr-2">
+                                                    <div class="rounded-circle bg-pulse-grey" style="height: 35px; width: 35px"></div>
+                                                </div>
+                                                <div class="mr-4 w-75 bg-pulse-grey" style="height: 16px"></div>
+                                                <div class="ml-auto bg-pulse-grey" style="width: 35px; height: 16px"></div>
+                                            </div>
+                                            <div class="bg-pulse-grey w-100" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-100 mt-2" style="height: 16px"></div>
+                                            <div class="bg-pulse-grey w-75 mt-2" style="height: 16px"></div>
+                                        </div>
+                                    </div>                                </div>
+                            </div>                        </div>
+                    </div>
+                </div>
+                
+                <div
+                    class="hidden"
+                    aria-hidden="true"
+                    data-region="view-group-info"
+                >
+                    <div
+                        class="pt-3 h-100 d-flex flex-column"
+                        data-region="group-info-content-container"
+                        style="overflow-y: auto"
+                    ></div>
+                </div>                <div class="h-100 view-overview-body" aria-hidden="false" data-region="view-overview"  data-user-id="1250">
+                    <div id="message-drawer-view-overview-container-622974bf2c39a622974bf1ce9233" class="d-flex flex-column h-100" style="overflow-y: auto">
+                            
+                            
+                            <div
+                                class="section border-0 card"
+                                data-region="view-overview-favourites"
+                            >
+                                <div id="view-overview-favourites-toggle" class="card-header p-0" data-region="toggle">
+                                    <button
+                                        class="btn btn-link w-100 text-left p-1 p-sm-2 d-flex align-items-center overview-section-toggle collapsed"
+                                        data-toggle="collapse"
+                                        data-target="#view-overview-favourites-target-622974bf2c39a622974bf1ce9233"
+                                        aria-expanded="false"
+                                        aria-controls="view-overview-favourites-target-622974bf2c39a622974bf1ce9233"
+                                    >
+                                        <span class="collapsed-icon-container">
+                                            <i class="icon fa fa-caret-right fa-fw " aria-hidden="true"  ></i>
+                                        </span>
+                                        <span class="expanded-icon-container">
+                                            <i class="icon fa fa-caret-down fa-fw " aria-hidden="true"  ></i>
+                                        </span>
+                                        <span class="font-weight-bold">Starred</span>
+                                        <small class="hidden ml-1" data-region="section-total-count-container"
+                                        aria-label=" total conversations">
+                                            (<span data-region="section-total-count"></span>)
+                                        </small>
+                                        <span class="hidden ml-2" data-region="loading-icon-container">
+                                            <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                        </span>
+                                        <span class="hidden badge badge-pill badge-primary ml-auto bg-primary"
+                                        data-region="section-unread-count"
+                                        >
+                                            
+                                        </span>
+                                    </button>
+                                </div>
+                                                            <div
+                                class="collapse border-bottom  lazy-load-list"
+                                aria-live="polite"
+                                data-region="lazy-load-list"
+                                data-user-id="1250"
+                                            id="view-overview-favourites-target-622974bf2c39a622974bf1ce9233"
+            aria-labelledby="view-overview-favourites-toggle"
+            data-parent="#message-drawer-view-overview-container-622974bf2c39a622974bf1ce9233"
+
+                            >
+                                
+                                <div class="hidden text-center p-2" data-region="empty-message-container">
+                                            <p class="text-muted mt-2">No starred conversations</p>
+
+                                </div>
+                                <div class="hidden list-group" data-region="content-container">
+                                    
+                                </div>
+                                <div class="list-group" data-region="placeholder-container">
+                                            <div class="text-center py-2"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</div>
+
+                                </div>
+                                <div class="w-100 text-center p-3 hidden" data-region="loading-icon-container" >
+                                    <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                </div>
+                            </div>
+                            </div>
+                            
+                            
+                            <div
+                                class="section border-0 card"
+                                data-region="view-overview-group-messages"
+                            >
+                                <div id="view-overview-group-messages-toggle" class="card-header p-0" data-region="toggle">
+                                    <button
+                                        class="btn btn-link w-100 text-left p-1 p-sm-2 d-flex align-items-center overview-section-toggle collapsed"
+                                        data-toggle="collapse"
+                                        data-target="#view-overview-group-messages-target-622974bf2c39a622974bf1ce9233"
+                                        aria-expanded="false"
+                                        aria-controls="view-overview-group-messages-target-622974bf2c39a622974bf1ce9233"
+                                    >
+                                        <span class="collapsed-icon-container">
+                                            <i class="icon fa fa-caret-right fa-fw " aria-hidden="true"  ></i>
+                                        </span>
+                                        <span class="expanded-icon-container">
+                                            <i class="icon fa fa-caret-down fa-fw " aria-hidden="true"  ></i>
+                                        </span>
+                                        <span class="font-weight-bold">Group</span>
+                                        <small class="hidden ml-1" data-region="section-total-count-container"
+                                        aria-label=" total conversations">
+                                            (<span data-region="section-total-count"></span>)
+                                        </small>
+                                        <span class="hidden ml-2" data-region="loading-icon-container">
+                                            <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                        </span>
+                                        <span class="hidden badge badge-pill badge-primary ml-auto bg-primary"
+                                        data-region="section-unread-count"
+                                        >
+                                            
+                                        </span>
+                                    </button>
+                                </div>
+                                                            <div
+                                class="collapse border-bottom  lazy-load-list"
+                                aria-live="polite"
+                                data-region="lazy-load-list"
+                                data-user-id="1250"
+                                            id="view-overview-group-messages-target-622974bf2c39a622974bf1ce9233"
+            aria-labelledby="view-overview-group-messages-toggle"
+            data-parent="#message-drawer-view-overview-container-622974bf2c39a622974bf1ce9233"
+
+                            >
+                                
+                                <div class="hidden text-center p-2" data-region="empty-message-container">
+                                            <p class="text-muted mt-2">No group conversations</p>
+
+                                </div>
+                                <div class="hidden list-group" data-region="content-container">
+                                    
+                                </div>
+                                <div class="list-group" data-region="placeholder-container">
+                                            <div class="text-center py-2"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</div>
+
+                                </div>
+                                <div class="w-100 text-center p-3 hidden" data-region="loading-icon-container" >
+                                    <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                </div>
+                            </div>
+                            </div>
+                            
+                            
+                            <div
+                                class="section border-0 card"
+                                data-region="view-overview-messages"
+                            >
+                                <div id="view-overview-messages-toggle" class="card-header p-0" data-region="toggle">
+                                    <button
+                                        class="btn btn-link w-100 text-left p-1 p-sm-2 d-flex align-items-center overview-section-toggle collapsed"
+                                        data-toggle="collapse"
+                                        data-target="#view-overview-messages-target-622974bf2c39a622974bf1ce9233"
+                                        aria-expanded="false"
+                                        aria-controls="view-overview-messages-target-622974bf2c39a622974bf1ce9233"
+                                    >
+                                        <span class="collapsed-icon-container">
+                                            <i class="icon fa fa-caret-right fa-fw " aria-hidden="true"  ></i>
+                                        </span>
+                                        <span class="expanded-icon-container">
+                                            <i class="icon fa fa-caret-down fa-fw " aria-hidden="true"  ></i>
+                                        </span>
+                                        <span class="font-weight-bold">Private</span>
+                                        <small class="hidden ml-1" data-region="section-total-count-container"
+                                        aria-label=" total conversations">
+                                            (<span data-region="section-total-count"></span>)
+                                        </small>
+                                        <span class="hidden ml-2" data-region="loading-icon-container">
+                                            <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                        </span>
+                                        <span class="hidden badge badge-pill badge-primary ml-auto bg-primary"
+                                        data-region="section-unread-count"
+                                        >
+                                            
+                                        </span>
+                                    </button>
+                                </div>
+                                                            <div
+                                class="collapse border-bottom  lazy-load-list"
+                                aria-live="polite"
+                                data-region="lazy-load-list"
+                                data-user-id="1250"
+                                            id="view-overview-messages-target-622974bf2c39a622974bf1ce9233"
+            aria-labelledby="view-overview-messages-toggle"
+            data-parent="#message-drawer-view-overview-container-622974bf2c39a622974bf1ce9233"
+
+                            >
+                                
+                                <div class="hidden text-center p-2" data-region="empty-message-container">
+                                            <p class="text-muted mt-2">No private conversations</p>
+
+                                </div>
+                                <div class="hidden list-group" data-region="content-container">
+                                    
+                                </div>
+                                <div class="list-group" data-region="placeholder-container">
+                                            <div class="text-center py-2"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</div>
+
+                                </div>
+                                <div class="w-100 text-center p-3 hidden" data-region="loading-icon-container" >
+                                    <span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+                                </div>
+                            </div>
+                            </div>
+                    </div>
+                </div>
+                
+                <div
+                    data-region="view-search"
+                    aria-hidden="true"
+                    class="h-100 hidden"
+                    data-user-id="1250"
+                    data-users-offset="0"
+                    data-messages-offset="0"
+                    style="overflow-y: auto"
+                    
+                >
+                    <div class="hidden" data-region="search-results-container" style="overflow-y: auto">
+                        
+                        <div class="d-flex flex-column">
+                            <div class="mb-3 bg-white" data-region="all-contacts-container">
+                                <div data-region="contacts-container"  class="pt-2">
+                                    <h4 class="h6 px-2">Contacts</h4>
+                                    <div class="list-group" data-region="list"></div>
+                                </div>
+                                <div data-region="non-contacts-container" class="pt-2 border-top">
+                                    <h4 class="h6 px-2">Non-contacts</h4>
+                                    <div class="list-group" data-region="list"></div>
+                                </div>
+                                <div class="text-right">
+                                    <button class="btn btn-link text-primary" data-action="load-more-users">
+                                        <span data-region="button-text">Load more</span>
+                                        <span data-region="loading-icon-container" class="hidden"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                    </button>
+                                </div>
+                            </div>
+                            <div class="bg-white" data-region="messages-container">
+                                <h4 class="h6 px-2 pt-2">Messages</h4>
+                                <div class="list-group" data-region="list"></div>
+                                <div class="text-right">
+                                    <button class="btn btn-link text-primary" data-action="load-more-messages">
+                                        <span data-region="button-text">Load more</span>
+                                        <span data-region="loading-icon-container" class="hidden"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                    </button>
+                                </div>
+                            </div>
+                            <p class="hidden p-3 text-center" data-region="no-results-container">No results</p>
+                        </div>                    </div>
+                    <div class="hidden" data-region="loading-placeholder">
+                        <div class="text-center pt-3 icon-size-4"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</div>
+                    </div>
+                    <div class="p-3 text-center" data-region="empty-message-container">
+                        <p>Search people and messages</p>
+                    </div>
+                </div>                
+                <div class="h-100 hidden bg-white" aria-hidden="true" data-region="view-settings">
+                    <div class="hidden" data-region="content-container">
+                        
+                        <div data-region="settings" class="p-3">
+                            <h3 class="h6 font-weight-bold">Privacy</h3>
+                            <p>You can restrict who can message you</p>
+                            <div data-preference="blocknoncontacts" class="mb-3">
+                                <fieldset>
+                                    <legend class="sr-only">Accept messages from:</legend>
+                                        <div class="custom-control custom-radio mb-2">
+                                            <input
+                                                type="radio"
+                                                name="message_blocknoncontacts"
+                                                class="custom-control-input"
+                                                id="block-noncontacts-622974bf2c39a622974bf1ce9233-1"
+                                                value="1"
+                                            >
+                                            <label class="custom-control-label ml-2" for="block-noncontacts-622974bf2c39a622974bf1ce9233-1">
+                                                My contacts only
+                                            </label>
+                                        </div>
+                                        <div class="custom-control custom-radio mb-2">
+                                            <input
+                                                type="radio"
+                                                name="message_blocknoncontacts"
+                                                class="custom-control-input"
+                                                id="block-noncontacts-622974bf2c39a622974bf1ce9233-0"
+                                                value="0"
+                                            >
+                                            <label class="custom-control-label ml-2" for="block-noncontacts-622974bf2c39a622974bf1ce9233-0">
+                                                My contacts and anyone in my courses
+                                            </label>
+                                        </div>
+                                </fieldset>
+                            </div>
+                        
+                            <div class="hidden" data-region="notification-preference-container">
+                                <h3 class="mb-2 mt-4 h6 font-weight-bold">Notification preferences</h3>
+                            </div>
+                        
+                            <h3 class="mb-2 mt-4 h6 font-weight-bold">General</h3>
+                            <div data-preference="entertosend">
+                                <div class="custom-control custom-switch">
+                                    <input type="checkbox" class="custom-control-input" id="enter-to-send-622974bf2c39a622974bf1ce9233" checked>
+                                    <label class="custom-control-label" for="enter-to-send-622974bf2c39a622974bf1ce9233">
+                                        Use enter to send
+                                    </label>
+                                </div>
+                            </div>
+                        </div>
+                    </div>
+                    <div data-region="placeholder-container">
+                        
+                        <div class="d-flex flex-column p-3">
+                            <div class="w-25 bg-pulse-grey h6" style="height: 18px"></div>
+                            <div class="w-75 bg-pulse-grey mb-4" style="height: 18px"></div>
+                            <div class="mb-3">
+                                <div class="w-100 d-flex mb-3">
+                                    <div class="bg-pulse-grey rounded-circle" style="width: 18px; height: 18px"></div>
+                                    <div class="bg-pulse-grey w-50 ml-2" style="height: 18px"></div>
+                                </div>
+                                <div class="w-100 d-flex mb-3">
+                                    <div class="bg-pulse-grey rounded-circle" style="width: 18px; height: 18px"></div>
+                                    <div class="bg-pulse-grey w-50 ml-2" style="height: 18px"></div>
+                                </div>
+                                <div class="w-100 d-flex mb-3">
+                                    <div class="bg-pulse-grey rounded-circle" style="width: 18px; height: 18px"></div>
+                                    <div class="bg-pulse-grey w-50 ml-2" style="height: 18px"></div>
+                                </div>
+                            </div>
+                            <div class="w-50 bg-pulse-grey h6 mb-3 mt-2" style="height: 18px"></div>
+                            <div class="mb-4">
+                                <div class="w-100 d-flex mb-2 align-items-center">
+                                    <div class="bg-pulse-grey w-25" style="width: 18px; height: 27px"></div>
+                                    <div class="bg-pulse-grey w-25 ml-2" style="height: 18px"></div>
+                                </div>
+                                <div class="w-100 d-flex mb-2 align-items-center">
+                                    <div class="bg-pulse-grey w-25" style="width: 18px; height: 27px"></div>
+                                    <div class="bg-pulse-grey w-25 ml-2" style="height: 18px"></div>
+                                </div>
+                            </div>
+                            <div class="w-25 bg-pulse-grey h6 mb-3 mt-2" style="height: 18px"></div>
+                            <div class="mb-3">
+                                <div class="w-100 d-flex mb-2 align-items-center">
+                                    <div class="bg-pulse-grey w-25" style="width: 18px; height: 27px"></div>
+                                    <div class="bg-pulse-grey w-50 ml-2" style="height: 18px"></div>
+                                </div>
+                            </div>
+                        </div>                    </div>
+                </div>            </div>
+            <div class="footer-container position-relative" data-region="footer-container">
+                
+                <div
+                    class="hidden border-top bg-white position-relative"
+                    aria-hidden="true"
+                    data-region="view-conversation"
+                    data-enter-to-send="1"
+                >
+                    <div class="hidden p-sm-2" data-region="content-messages-footer-container">
+                        
+                            <div
+                                class="emoji-auto-complete-container w-100 hidden"
+                                data-region="emoji-auto-complete-container"
+                                aria-live="polite"
+                                aria-hidden="true"
+                            >
+                            </div>
+                        <div class="d-flex mt-sm-1">
+                            <textarea
+                                dir="auto"
+                                data-region="send-message-txt"
+                                class="form-control bg-light"
+                                rows="3"
+                                data-auto-rows
+                                data-min-rows="3"
+                                data-max-rows="5"
+                                aria-label="Write a message..."
+                                placeholder="Write a message..."
+                                style="resize: none"
+                                maxlength="4096"
+                            ></textarea>
+                        
+                            <div class="position-relative d-flex flex-column">
+                                    <div
+                                        data-region="emoji-picker-container"
+                                        class="emoji-picker-container hidden"
+                                        aria-hidden="true"
+                                    >
+                                        
+                                        <div
+                                            data-region="emoji-picker"
+                                            class="card shadow emoji-picker"
+                                        >
+                                            <div class="card-header px-1 pt-1 pb-0 d-flex justify-content-between flex-shrink-0">
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button selected"
+                                                    data-action="show-category"
+                                                    data-category="Recent"
+                                                    title="Recent"
+                                                >
+                                                    <i class="icon fa fa-clock-o fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Smileys & People"
+                                                    title="Smileys & people"
+                                                >
+                                                    <i class="icon fa fa-smile-o fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Animals & Nature"
+                                                    title="Animals & nature"
+                                                >
+                                                    <i class="icon fa fa-leaf fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Food & Drink"
+                                                    title="Food & drink"
+                                                >
+                                                    <i class="icon fa fa-cutlery fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Travel & Places"
+                                                    title="Travel & places"
+                                                >
+                                                    <i class="icon fa fa-plane fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Activities"
+                                                    title="Activities"
+                                                >
+                                                    <i class="icon fa fa-futbol-o fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Objects"
+                                                    title="Objects"
+                                                >
+                                                    <i class="icon fa fa-lightbulb-o fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Symbols"
+                                                    title="Symbols"
+                                                >
+                                                    <i class="icon fa fa-heart fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                                <button
+                                                    class="btn btn-outline-secondary icon-no-margin category-button"
+                                                    data-action="show-category"
+                                                    data-category="Flags"
+                                                    title="Flags"
+                                                >
+                                                    <i class="icon fa fa-flag fa-fw " aria-hidden="true"  ></i>
+                                                </button>
+                                            </div>
+                                            <div class="card-body p-2 d-flex flex-column overflow-hidden">
+                                                <div class="input-group mb-1 flex-shrink-0">
+                                                    <div class="input-group-prepend">
+                                                        <span class="input-group-text pr-0 bg-white text-muted">
+                                                            <i class="icon fa fa-search fa-fw " aria-hidden="true"  ></i>
+                                                        </span>
+                                                    </div>
+                                                    <input
+                                                        type="text"
+                                                        class="form-control border-left-0"
+                                                        placeholder="Search"
+                                                        aria-label="Search"
+                                                        data-region="search-input"
+                                                    >
+                                                </div>
+                                                <div class="flex-grow-1 overflow-auto emojis-container h-100" data-region="emojis-container">
+                                                    <div class="position-relative" data-region="row-container"></div>
+                                                </div>
+                                                <div class="flex-grow-1 overflow-auto search-results-container h-100 hidden" data-region="search-results-container">
+                                                    <div class="position-relative" data-region="row-container"></div>
+                                                </div>
+                                            </div>
+                                            <div
+                                                class="card-footer d-flex flex-shrink-0"
+                                                data-region="footer"
+                                            >
+                                                <div class="emoji-preview" data-region="emoji-preview"></div>
+                                                <div data-region="emoji-short-name" class="emoji-short-name text-muted text-wrap ml-2"></div>
+                                            </div>
+                                        </div>
+                                    </div>
+                                    <button
+                                        class="btn btn-link btn-icon icon-size-3 ml-1"
+                                        aria-label="Toggle emoji picker"
+                                        data-action="toggle-emoji-picker"
+                                    >
+                                        <i class="icon fa fa-smile-o fa-fw " aria-hidden="true"  ></i>
+                                    </button>
+                                <button
+                                    class="btn btn-link btn-icon icon-size-3 ml-1 mt-auto"
+                                    aria-label="Send message"
+                                    data-action="send-message"
+                                >
+                                    <span data-region="send-icon-container"><i class="icon fa fa-paper-plane fa-fw " aria-hidden="true"  ></i></span>
+                                    <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                </button>
+                            </div>
+                        </div>
+                    </div>
+                    <div class="hidden p-sm-2" data-region="content-messages-footer-edit-mode-container">
+                        
+                        <div class="d-flex p-3 justify-content-end">
+                            <button
+                                class="btn btn-link btn-icon my-1 icon-size-4"
+                                data-action="delete-selected-messages"
+                                data-toggle="tooltip"
+                                data-placement="top"
+                                title="Delete selected messages"
+                            >
+                                <span data-region="icon-container"><i class="icon fa fa-trash fa-fw " aria-hidden="true"  ></i></span>
+                                <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                                <span class="sr-only">Delete selected messages</span>
+                            </button>
+                        </div>                    </div>
+                    <div class="hidden bg-secondary p-sm-3" data-region="content-messages-footer-require-contact-container">
+                        
+                        <div class="p-3 bg-white">
+                            <p data-region="title"></p>
+                            <p class="text-muted" data-region="text"></p>
+                            <button type="button" class="btn btn-primary btn-block" data-action="request-add-contact">
+                                <span data-region="dialogue-button-text">Send contact request</span>
+                                <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                            </button>
+                        </div>
+                    </div>
+                    <div class="hidden bg-secondary p-sm-3" data-region="content-messages-footer-require-unblock-container">
+                        
+                        <div class="p-3 bg-white">
+                            <p class="text-muted" data-region="text">You have blocked this user.</p>
+                            <button type="button" class="btn btn-primary btn-block" data-action="request-unblock">
+                                <span data-region="dialogue-button-text">Unblock user</span>
+                                <span class="hidden" data-region="loading-icon-container"><span class="loading-icon icon-no-margin"><i class="icon fa fa-circle-o-notch fa-spin fa-fw "  title="Loading" aria-label="Loading"></i></span>
+</span>
+                            </button>
+                        </div>
+                    </div>
+                    <div class="hidden bg-secondary p-sm-3" data-region="content-messages-footer-unable-to-message">
+                        
+                        <div class="p-3 bg-white">
+                            <p class="text-muted" data-region="text">You are unable to message this user</p>
+                        </div>
+                    </div>
+                    <div class="p-sm-2" data-region="placeholder-container">
+                        <div class="d-flex">
+                            <div class="bg-pulse-grey w-100" style="height: 80px"></div>
+                            <div class="mx-2 mb-2 align-self-end bg-pulse-grey" style="height: 20px; width: 20px"></div>
+                        </div>                    </div>
+                    <div
+                        class="hidden position-absolute"
+                        data-region="confirm-dialogue-container"
+                        style="top: -1px; bottom: 0; right: 0; left: 0; background: rgba(0,0,0,0.3);"
+                    ></div>
+                </div>                    <div data-region="view-overview" class="text-center">
+                        <a href="https://moodle.beloit.edu/message/index.php">
+                            See all
+                        </a>
+                    </div>
+            </div>
+        </div>
+
+</div>
+
+        <div id="nav-drawer" data-region="drawer" class="d-print-none moodle-has-zindex " aria-hidden="false" tabindex="-1">
+            <nav class="list-group" aria-label="DSDA 345 01_SP-2021">
+                <ul>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643" data-key="coursehome" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="60" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" >
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">DSDA 345 01_SP-2021</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/user/index.php?id=643" data-key="participants" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="90" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-users fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Participants</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/badges/view.php?type=2&amp;id=643" data-key="badgesview" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="70" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-shield fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Badges</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/admin/tool/lp/coursecompetencies.php?courseid=643" data-key="competencies" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="70" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-check-square-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Competencies</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/grade/report/index.php?id=643" data-key="grades" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="70" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-table fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Grades</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-0" data-key="10149" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">General</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-1" data-key="10150" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">January 24 - January 30</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-2" data-key="10151" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">January 31 - February 6</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-3" data-key="10152" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">February 7 - February 13</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-4" data-key="10153" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">February 14 - February 20</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action active " href="https://moodle.beloit.edu/course/view.php?id=643#section-5" data-key="10154" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="1" data-isactive="1" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body font-weight-bold">February 21 - February 27</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-6" data-key="10155" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">February 28 - March 6</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-7" data-key="10156" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">March 7 - March 13</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-8" data-key="10157" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">March 14 - March 20</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-9" data-key="10158" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">March 21 - March 27</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-10" data-key="10159" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">March 28 - April 3</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-11" data-key="10160" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">April 4 - April 10</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-12" data-key="10161" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">April 11 - April 17</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-13" data-key="10162" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">April 18 - April 24</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-14" data-key="10163" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">April 25 - May 1</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-15" data-key="10164" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">May 2 - May 8</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643#section-16" data-key="10165" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="30" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="643">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-folder-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">May 9 - May 15</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        </ul>
+                        </nav>
+                        <nav class="list-group mt-1" aria-label="Site">
+                        <ul>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/my/" data-key="myhome" data-isexpandable="0" data-indent="0" data-showdivider="1" data-type="1" data-nodetype="1" data-collapse="0" data-forceopen="1" data-isactive="0" data-hidden="0" data-preceedwithhr="0" >
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-tachometer fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Dashboard</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/" data-key="home" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="70" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="myhome">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-home fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Site home</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/calendar/view.php?view=month&amp;course=643" data-key="calendar" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="60" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="1">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-calendar fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Calendar</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/user/files.php" data-key="privatefiles" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="70" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="1">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-file-o fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Private files</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/contentbank/index.php?contextid=34165" data-key="contentbank" data-isexpandable="0" data-indent="0" data-showdivider="0" data-type="60" data-nodetype="0" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="1">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-paint-brush fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Content bank</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <div class="list-group-item " data-key="mycourses" data-isexpandable="1" data-indent="0" data-showdivider="0" data-type="0" data-nodetype="1" data-collapse="0" data-forceopen="1" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="myhome">
+                                <div class="ml-0">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body">My courses</span>
+                                    </div>
+                                </div>
+                            </div>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=939" data-key="939" data-isexpandable="1" data-indent="1" data-showdivider="0" data-type="20" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="mycourses">
+                                <div class="ml-1">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">CSCI 377 01_SP-2021</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=643" data-key="643" data-isexpandable="1" data-indent="1" data-showdivider="0" data-type="20" data-nodetype="1" data-collapse="0" data-forceopen="1" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="mycourses">
+                                <div class="ml-1">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">DSDA 345 01_SP-2021</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=903" data-key="903" data-isexpandable="1" data-indent="1" data-showdivider="0" data-type="20" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="mycourses">
+                                <div class="ml-1">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">MUSI 170 01_SP-2021</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=852" data-key="852" data-isexpandable="1" data-indent="1" data-showdivider="0" data-type="20" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="mycourses">
+                                <div class="ml-1">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">PHYS 335 01_SP-2021</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=21" data-key="21" data-isexpandable="1" data-indent="1" data-showdivider="0" data-type="20" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="mycourses">
+                                <div class="ml-1">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">LITS Support Training</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                        <li>
+                            <a class="list-group-item list-group-item-action  " href="https://moodle.beloit.edu/course/view.php?id=26" data-key="26" data-isexpandable="1" data-indent="1" data-showdivider="0" data-type="20" data-nodetype="1" data-collapse="0" data-forceopen="0" data-isactive="0" data-hidden="0" data-preceedwithhr="0" data-parent-key="mycourses">
+                                <div class="ml-1">
+                                    <div class="media">
+                                            <span class="media-left">
+                                                <i class="icon fa fa-graduation-cap fa-fw " aria-hidden="true"  ></i>
+                                            </span>
+                                        <span class="media-body ">Learner Orientation - v3.10</span>
+                                    </div>
+                                </div>
+                            </a>
+                        </li>
+                </ul>
+            </nav>
+        </div>
+
+        <div class="mt-5 mb-1 activity-navigation container-fluid">
+<div class="row">
+    <div class="col-md-4">        <div class="float-left">
+                <a href="https://moodle.beloit.edu/mod/resource/view.php?id=32585&forceview=1" id="prev-activity-link" class="btn btn-link"  title="Dataset" >&#x25C4; Dataset</a>
+
+        </div>
+</div>
+    <div class="col-md-4">        <div class="mdl-align">
+            <div class="urlselect">
+    <form method="post" action="https://moodle.beloit.edu/course/jumpto.php" class="form-inline" id="url_select_f622974bf1ce9234">
+        <input type="hidden" name="sesskey" value="L6DVncmyk0">
+            <label for="jump-to-activity" class="sr-only">
+                Jump to...
+            </label>
+        <select  id="jump-to-activity" class="custom-select urlselect" name="jump"
+                 >
+                    <option value="" selected>Jump to...</option>
+                    <option value="/mod/forum/view.php?id=19381&amp;forceview=1" >Announcements</option>
+                    <option value="/mod/resource/view.php?id=29253&amp;forceview=1" >Course Syllabus</option>
+                    <option value="/mod/page/view.php?id=31717&amp;forceview=1" >TA Hours/ Information</option>
+                    <option value="/mod/resource/view.php?id=29426&amp;forceview=1" >Slides Week 1_1</option>
+                    <option value="/mod/resource/view.php?id=30617&amp;forceview=1" >Slides Week 1_2</option>
+                    <option value="/mod/quiz/view.php?id=30886&amp;forceview=1" >Quiz 1</option>
+                    <option value="/mod/resource/view.php?id=30968&amp;forceview=1" >Slides Week 2_1</option>
+                    <option value="/mod/resource/view.php?id=31372&amp;forceview=1" >Slides Week 2_2</option>
+                    <option value="/mod/resource/view.php?id=31634&amp;forceview=1" >Minimum Software Requirements</option>
+                    <option value="/mod/folder/view.php?id=31633&amp;forceview=1" >Python Programming Examples</option>
+                    <option value="/mod/resource/view.php?id=31635&amp;forceview=1" >Project 1 </option>
+                    <option value="/mod/assign/view.php?id=31636&amp;forceview=1" >Homework Assignment 1</option>
+                    <option value="/mod/resource/view.php?id=31730&amp;forceview=1" >Slides Week 3_1</option>
+                    <option value="/mod/resource/view.php?id=31865&amp;forceview=1" >Slides Week 3_2</option>
+                    <option value="/mod/quiz/view.php?id=31796&amp;forceview=1" >Quiz 2</option>
+                    <option value="/mod/resource/view.php?id=32108&amp;forceview=1" >Slides Week 4_1</option>
+                    <option value="/mod/resource/view.php?id=32203&amp;forceview=1" >Slides Week 4_2</option>
+                    <option value="/mod/resource/view.php?id=32462&amp;forceview=1" >Slides Week 5_1</option>
+                    <option value="/mod/quiz/view.php?id=32583&amp;forceview=1" >Quiz 3</option>
+                    <option value="/mod/resource/view.php?id=32585&amp;forceview=1" >Dataset</option>
+                    <option value="/mod/assign/view.php?id=32588&amp;forceview=1" >Homework Assignment 2</option>
+                    <option value="/mod/resource/view.php?id=32782&amp;forceview=1" >Slides Week 6_1</option>
+                    <option value="/mod/resource/view.php?id=32912&amp;forceview=1" >Slides Week 6_2</option>
+                    <option value="/mod/quiz/view.php?id=33129&amp;forceview=1" >Quiz 4</option>
+                    <option value="/mod/resource/view.php?id=33089&amp;forceview=1" >HW-1 Sample Solution</option>
+                    <option value="/mod/resource/view.php?id=33152&amp;forceview=1" >Quiz 4 sample solution</option>
+                    <option value="/mod/resource/view.php?id=33136&amp;forceview=1" >Slides Week 7_1</option>
+        </select>
+            <noscript>
+                <input type="submit" class="btn btn-secondary ml-1" value="Go">
+            </noscript>
+    </form>
+</div>
+
+        </div>
+</div>
+    <div class="col-md-4">        <div class="float-right">
+                <a href="https://moodle.beloit.edu/mod/assign/view.php?id=32588&forceview=1" id="next-activity-link" class="btn btn-link"  title="Homework Assignment 2" >Homework Assignment 2 &#x25BA;</a>
+
+        </div>
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+
+    
+    <footer id="page-footer" class="py-3 text-dark">
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+    
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+    
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+    
+                        <div class="homelink"><a href="https://moodle.beloit.edu/course/view.php?id=643">DSDA 345 01_SP-2021</a></div>
+    
+                            <p class="helplink"><a href="https://docs.moodle.org/310/en_us/mod/resource/view"><i class="icon fa fa-info-circle fa-fw iconhelp icon-pre" aria-hidden="true"  ></i>Moodle Docs for this page</a></p>
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+                        <div class="brandbox">
+    
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+                    <a href = https://twitter.com/Beloit_College class = "socialicon blog" title = "https://twitter.com/Beloit_College" alt="https://twitter.com/Beloit_College" target="_blank">
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+                    <span class="fa-stack fa-1x">
+                    <i class="fa fa-square fa-stack-2x"></i>
+                    <i class="fa fa-youtube fa-inverse fa-stack-1x"></i>
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+      // for their 'jquery' dependency.
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+
+      // 'jquery-private' wants the real jQuery module
+      // though. If this line was not here, there would
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+//]]>
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+function legacy_activity_onclick_handler_1(e) { e.halt(); window.open('https://moodle.beloit.edu/mod/resource/view.php?id=32462&redirect=1'); return false; };
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+function legacy_activity_onclick_handler_3(e) { e.halt(); window.open('https://moodle.beloit.edu/mod/resource/view.php?id=32586&redirect=1'); return false; };
+
+require(['jquery', 'message_popup/notification_popover_controller'], function($, controller) {
+    var container = $('#nav-notification-popover-container');
+    var controller = new controller(container);
+    controller.registerEventListeners();
+    controller.registerListNavigationEventListeners();
+});
+;
+
+require(
+[
+    'jquery',
+    'core_message/message_popover'
+],
+function(
+    $,
+    Popover
+) {
+    var toggle = $('#message-drawer-toggle-622974bf252ed622974bf1ce9213');
+    Popover.init(toggle);
+});
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+require(['jquery', 'core_message/message_drawer'], function($, MessageDrawer) {
+    var root = $('#message-drawer-622974bf2c39a622974bf1ce9233');
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+});
+;
+
+        require(['jquery', 'core/custom_interaction_events'], function($, CustomEvents) {
+            CustomEvents.define('#jump-to-activity', [CustomEvents.events.accessibleChange]);
+            $('#jump-to-activity').on(CustomEvents.events.accessibleChange, function() {
+                if (!$(this).val()) {
+                    return false;
+                }
+                $('#url_select_f622974bf1ce9234').submit();
+            });
+        });
+    ;
+
+require(['theme_boost/loader']);
+require(['jquery','theme_boost/bootstrap/tooltip'], function($){$('[data-tooltip="tooltip"]').tooltip()});
+require(['theme_boost/drawer'], function(mod) {
+    mod.init();
+});
+;
+M.util.js_pending('core/notification'); require(['core/notification'], function(amd) {amd.init(48847, []); M.util.js_complete('core/notification');});;
+M.util.js_pending('core/log'); require(['core/log'], function(amd) {amd.setConfig({"level":"warn"}); M.util.js_complete('core/log');});;
+M.util.js_pending('core/page_global'); require(['core/page_global'], function(amd) {amd.init(); M.util.js_complete('core/page_global');});M.util.js_complete("core/first");
+});
+//]]>
+</script>
+<script src="https://moodle.beloit.edu/lib/javascript.php/1623178923/theme/fordson/javascript/scrolltotop.js"></script>
+<script src="https://moodle.beloit.edu/lib/javascript.php/1623178923/theme/fordson/javascript/scrollspy.js"></script>
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+<script src="https://moodle.beloit.edu/lib/javascript.php/1623178923/theme/fordson/javascript/courseblock.js"></script>
+<script>
+//<![CDATA[
+M.str = {"moodle":{"lastmodified":"Last modified","name":"Name","error":"Error","info":"Information","yes":"Yes","no":"No","cancel":"Cancel","confirm":"Confirm","areyousure":"Are you sure?","closebuttontitle":"Close","unknownerror":"Unknown error","file":"File","url":"URL"},"repository":{"type":"Type","size":"Size","invalidjson":"Invalid JSON string","nofilesattached":"No files attached","filepicker":"File picker","logout":"Logout","nofilesavailable":"No files available","norepositoriesavailable":"Sorry, none of your current repositories can return files in the required format.","fileexistsdialogheader":"File exists","fileexistsdialog_editor":"A file with that name has already been attached to the text you are editing.","fileexistsdialog_filemanager":"A file with that name has already been attached","renameto":"Rename to \"{$a}\"","referencesexist":"There are {$a} alias\/shortcut files that use this file as their source","select":"Select"},"admin":{"confirmdeletecomments":"You are about to delete comments, are you sure?","confirmation":"Confirmation"},"debug":{"debuginfo":"Debug info","line":"Line","stacktrace":"Stack trace"},"langconfig":{"labelsep":":"}};
+//]]>
+</script>
+<script>
+//<![CDATA[
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+});
+M.util.help_popups.setup(Y);
+ M.util.js_pending('random622974bf1ce9235'); Y.on('domready', function() { M.util.js_complete("init");  M.util.js_complete('random622974bf1ce9235'); });
+})();
+//]]>
+</script>
+
+    
+        </div>
+    
+    </footer>
+
+</div>
+
+<a href="#" id="back-to-top" class="btn btn-primary btn-lg" role="button" title="Back to Top and Scrollspy"><i class="fa fa-chevron-circle-up" aria-hidden="true"></i></a>
+
+</body>
+</html>
\ No newline at end of file