diff --git a/doc/pub/week45/ipynb/Results/FigureFiles/votingsimple.png b/doc/pub/week45/ipynb/Results/FigureFiles/votingsimple.png
index f17c69ab5..0ac856c7f 100644
Binary files a/doc/pub/week45/ipynb/Results/FigureFiles/votingsimple.png and b/doc/pub/week45/ipynb/Results/FigureFiles/votingsimple.png differ
diff --git a/doc/pub/week45/ipynb/week45.ipynb b/doc/pub/week45/ipynb/week45.ipynb
index 96f69256d..6e4df27da 100644
--- a/doc/pub/week45/ipynb/week45.ipynb
+++ b/doc/pub/week45/ipynb/week45.ipynb
@@ -877,6 +877,70 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": 3,
+   "id": "6206aec1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  (0, 2)\t1.0\n",
+      "  (0, 5)\t1.0\n",
+      "  (0, 8)\t1.0\n",
+      "  (1, 1)\t1.0\n",
+      "  (1, 3)\t1.0\n",
+      "  (1, 6)\t1.0\n",
+      "  (2, 0)\t1.0\n",
+      "  (2, 4)\t1.0\n",
+      "  (2, 6)\t1.0\n",
+      "  (3, 1)\t1.0\n",
+      "  (3, 3)\t1.0\n",
+      "  (3, 7)\t1.0\n",
+      "  (4, 1)\t1.0\n",
+      "  (4, 4)\t1.0\n",
+      "  (4, 7)\t1.0\n",
+      "  (5, 0)\t1.0\n",
+      "  (5, 3)\t1.0\n",
+      "  (5, 7)\t1.0\n",
+      "  (6, 1)\t1.0\n",
+      "  (6, 3)\t1.0\n",
+      "  (6, 6)\t1.0\n",
+      "  (7, 0)\t1.0\n",
+      "  (7, 4)\t1.0\n",
+      "  (7, 7)\t1.0\n",
+      "  (8, 0)\t1.0\n",
+      "  (8, 3)\t1.0\n",
+      "  (8, 7)\t1.0\n",
+      "  (9, 1)\t1.0\n",
+      "  (9, 3)\t1.0\n",
+      "  (9, 6)\t1.0\n",
+      "  (10, 1)\t1.0\n",
+      "  (10, 4)\t1.0\n",
+      "  (10, 7)\t1.0\n",
+      "Train set accuracy with Decision Tree: 0.82\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "sh: dot: command not found\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "32512"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+=======
    "execution_count": 2,
    "id": "ab9c3c9e",
    "metadata": {
@@ -884,6 +948,7 @@
     "editable": true
    },
    "outputs": [],
+>>>>>>> 6e6a5c152c3f30dc18b12384198cdca878013a84
    "source": [
     "# Common imports\n",
     "import numpy as np\n",
@@ -3907,7 +3972,29 @@
    ]
   }
  ],
+<<<<<<< HEAD
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  }
+ },
+=======
  "metadata": {},
+>>>>>>> 6e6a5c152c3f30dc18b12384198cdca878013a84
  "nbformat": 4,
  "nbformat_minor": 5
 }