diff --git a/timing-analysis.ipynb b/timing-analysis.ipynb
index da98704..fcb93ae 100644
--- a/timing-analysis.ipynb
+++ b/timing-analysis.ipynb
@@ -8306,22 +8306,68 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1934/3831858898.py:5: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/tmp/ipykernel_1934/3831858898.py:6: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/tmp/ipykernel_1934/3831858898.py:7: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/tmp/ipykernel_1934/3831858898.py:8: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/tmp/ipykernel_1934/3831858898.py:9: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot: xlabel='load'>"
+       "<AxesSubplot: title={'center': 'Database Load vs Runtime'}, xlabel='Database Load (%)', ylabel='Runtime (ms)'>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -8331,7 +8377,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -8341,7 +8387,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -8351,7 +8397,7 @@
     },
     {
      "data": {
-      "image/png": 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58xQeHm5tMTExZ/emAACAi1KDg1DPnj1VVFSkbdu2KTU1VRMmTNCHH37YGL01udmzZ6uiosLa9u/f7++WAABAI2rW0AfY7XZ1795dkhQfH69//etfWrRokcaMGaPq6mqVl5f7HIkpLS1VVFSUJCkqKuqkq7vqr+Q6seb7V3eVlpbK4XCoRYsWCg4OVnBw8ClrTpzjTL2cSkhIiEJCQhrwbgAAgIvZOa8jVFdXp6qqKsXHx6t58+bKz8+3xoqLi1VSUiKn0ylJcjqd2rlzp8/VXXl5eXI4HIqNjbVqTpyjvqZ+Drvdrvj4eJ+auro65efnWzVn0wsAAECDjgjNnj1bw4cPV5cuXXT48GGtWrVKmzdv1oYNGxQeHq6UlBRlZmaqXbt2cjgcmjZtmpxOp3WV1tChQxUbG6tx48Zp/vz5crvdmjNnjtLS0qwjMVOnTtXixYt1zz33aNKkSdq0aZNeeOEF5eT89+qRzMxMTZgwQVdccYWuuuoqLVy4UJWVlZo4caIknVUvAAAADQpChw4d0vjx43Xw4EGFh4erb9++2rBhg2688UZJ0mOPPaagoCAlJyerqqpKLpdLTzzxhPX44OBgrV+/XqmpqXI6nWrZsqUmTJigBx980Krp1q2bcnJyNH36dC1atEidO3fW008/LZfLZdWMGTNGZWVlysrKktvtVv/+/ZWbm+tzAvWZegEAADjndYQCGesINUwgrJfCvriwBML+CJR9AVxMmmQdIQAAgIsdQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgrAYFoXnz5unKK69U69atFRERoVGjRqm4uNinZvDgwbLZbD7b1KlTfWpKSkqUlJSksLAwRUREaMaMGTp+/LhPzebNmzVw4ECFhISoe/fuys7OPqmfJUuWqGvXrgoNDVVCQoK2b9/uM37s2DGlpaWpffv2atWqlZKTk1VaWtqQlwwAAAJYg4LQli1blJaWpnfeeUd5eXmqqanR0KFDVVlZ6VM3efJkHTx40Nrmz59vjdXW1iopKUnV1dXaunWrVqxYoezsbGVlZVk1e/fuVVJSkoYMGaKioiJlZGTozjvv1IYNG6ya1atXKzMzU3PnztW7776rfv36yeVy6dChQ1bN9OnT9corr2jNmjXasmWLDhw4oNGjRzf4TQIAAIHJ5vV6vT/2wWVlZYqIiNCWLVt03XXXSfruiFD//v21cOHCUz7mtdde00033aQDBw4oMjJSkrRs2TLNnDlTZWVlstvtmjlzpnJycrRr1y7rcWPHjlV5eblyc3MlSQkJCbryyiu1ePFiSVJdXZ1iYmI0bdo0zZo1SxUVFerYsaNWrVqlW265RZK0Z88e9e7dWwUFBRo0aNAZX5/H41F4eLgqKirkcDh+7Nt0Rl1n5TTa3E1p38NJ/m7hnLEvLiyBsD8CZV8AF5OG/P4+p3OEKioqJEnt2rXzuX/lypXq0KGD+vTpo9mzZ+vbb7+1xgoKChQXF2eFIElyuVzyeDzavXu3VZOYmOgzp8vlUkFBgSSpurpahYWFPjVBQUFKTEy0agoLC1VTU+NT06tXL3Xp0sWqAQAAZmv2Yx9YV1enjIwM/exnP1OfPn2s+2+77TZdcsklio6O1gcffKCZM2equLhYL774oiTJ7Xb7hCBJ1m23233aGo/Ho6NHj+qbb75RbW3tKWv27NljzWG329WmTZuTauqf5/uqqqpUVVVl3fZ4PGf7dgAAgIvQjw5CaWlp2rVrl9566y2f+6dMmWL9OS4uTp06ddINN9ygzz77TJdddtmP77QJzJs3Tw888IC/2wAAAE3kR300lp6ervXr1+uNN95Q586dT1ubkJAgSfr0008lSVFRUSdduVV/Oyoq6rQ1DodDLVq0UIcOHRQcHHzKmhPnqK6uVnl5+Q/WfN/s2bNVUVFhbfv37z/tawMAABe3BgUhr9er9PR0rV27Vps2bVK3bt3O+JiioiJJUqdOnSRJTqdTO3fu9Lm6Ky8vTw6HQ7GxsVZNfn6+zzx5eXlyOp2SJLvdrvj4eJ+auro65efnWzXx8fFq3ry5T01xcbFKSkqsmu8LCQmRw+Hw2QAAQOBq0EdjaWlpWrVqlV566SW1bt3aOtcmPDxcLVq00GeffaZVq1ZpxIgRat++vT744ANNnz5d1113nfr27StJGjp0qGJjYzVu3DjNnz9fbrdbc+bMUVpamkJCQiRJU6dO1eLFi3XPPfdo0qRJ2rRpk1544QXl5Pz3CpLMzExNmDBBV1xxha666iotXLhQlZWVmjhxotVTSkqKMjMz1a5dOzkcDk2bNk1Op/OsrhgDAACBr0FBaOnSpZK+u0T+RMuXL9cdd9whu92u119/3QolMTExSk5O1pw5c6za4OBgrV+/XqmpqXI6nWrZsqUmTJigBx980Krp1q2bcnJyNH36dC1atEidO3fW008/LZfLZdWMGTNGZWVlysrKktvtVv/+/ZWbm+tzAvVjjz2moKAgJScnq6qqSi6XS0888USD3iAAABC4zmkdoUDHOkINEwjrpbAvLiyBsD8CZV8AF5MmW0cIAADgYkYQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIzVoCA0b948XXnllWrdurUiIiI0atQoFRcX+9QcO3ZMaWlpat++vVq1aqXk5GSVlpb61JSUlCgpKUlhYWGKiIjQjBkzdPz4cZ+azZs3a+DAgQoJCVH37t2VnZ19Uj9LlixR165dFRoaqoSEBG3fvr3BvQAAAHM1KAht2bJFaWlpeuedd5SXl6eamhoNHTpUlZWVVs306dP1yiuvaM2aNdqyZYsOHDig0aNHW+O1tbVKSkpSdXW1tm7dqhUrVig7O1tZWVlWzd69e5WUlKQhQ4aoqKhIGRkZuvPOO7VhwwarZvXq1crMzNTcuXP17rvvql+/fnK5XDp06NBZ9wIAAMxm83q93h/74LKyMkVERGjLli267rrrVFFRoY4dO2rVqlW65ZZbJEl79uxR7969VVBQoEGDBum1117TTTfdpAMHDigyMlKStGzZMs2cOVNlZWWy2+2aOXOmcnJytGvXLuu5xo4dq/LycuXm5kqSEhISdOWVV2rx4sWSpLq6OsXExGjatGmaNWvWWfVyJh6PR+Hh4aqoqJDD4fixb9MZdZ2V02hzN6V9Dyf5u4Vzxr64sATC/giUfQFcTBry+/uczhGqqKiQJLVr106SVFhYqJqaGiUmJlo1vXr1UpcuXVRQUCBJKigoUFxcnBWCJMnlcsnj8Wj37t1WzYlz1NfUz1FdXa3CwkKfmqCgICUmJlo1Z9PL91VVVcnj8fhsAAAgcP3oIFRXV6eMjAz97Gc/U58+fSRJbrdbdrtdbdq08amNjIyU2+22ak4MQfXj9WOnq/F4PDp69Ki+/PJL1dbWnrLmxDnO1Mv3zZs3T+Hh4dYWExNzlu8GAAC4GP3oIJSWlqZdu3bp+eefP5/9+NXs2bNVUVFhbfv37/d3SwAAoBE1+zEPSk9P1/r16/Xmm2+qc+fO1v1RUVGqrq5WeXm5z5GY0tJSRUVFWTXfv7qr/kquE2u+f3VXaWmpHA6HWrRooeDgYAUHB5+y5sQ5ztTL94WEhCgkJKQB7wQAALiYNeiIkNfrVXp6utauXatNmzapW7duPuPx8fFq3ry58vPzrfuKi4tVUlIip9MpSXI6ndq5c6fP1V15eXlyOByKjY21ak6co76mfg673a74+Hifmrq6OuXn51s1Z9MLAAAwW4OOCKWlpWnVqlV66aWX1Lp1a+tcm/DwcLVo0ULh4eFKSUlRZmam2rVrJ4fDoWnTpsnpdFpXaQ0dOlSxsbEaN26c5s+fL7fbrTlz5igtLc06GjN16lQtXrxY99xzjyZNmqRNmzbphRdeUE7Of68gyczM1IQJE3TFFVfoqquu0sKFC1VZWamJEydaPZ2pFwAAYLYGBaGlS5dKkgYPHuxz//Lly3XHHXdIkh577DEFBQUpOTlZVVVVcrlceuKJJ6za4OBgrV+/XqmpqXI6nWrZsqUmTJigBx980Krp1q2bcnJyNH36dC1atEidO3fW008/LZfLZdWMGTNGZWVlysrKktvtVv/+/ZWbm+tzAvWZegEAAGY7p3WEAh3rCDVMIKyXwr64sATC/giUfQFcTJpsHSEAAICLGUEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYKwGB6E333xTN998s6Kjo2Wz2bRu3Tqf8TvuuEM2m81nGzZsmE/N119/rdtvv10Oh0Nt2rRRSkqKjhw54lPzwQcf6Nprr1VoaKhiYmI0f/78k3pZs2aNevXqpdDQUMXFxenVV1/1Gfd6vcrKylKnTp3UokULJSYm6pNPPmnoSwYAAAGqwUGosrJS/fr105IlS36wZtiwYTp48KC1/eMf//AZv/3227V7927l5eVp/fr1evPNNzVlyhRr3OPxaOjQobrkkktUWFioBQsW6P7779eTTz5p1WzdulW33nqrUlJS9N5772nUqFEaNWqUdu3aZdXMnz9fjz/+uJYtW6Zt27apZcuWcrlcOnbsWENfNgAACEDNGvqA4cOHa/jw4aetCQkJUVRU1CnHPvroI+Xm5upf//qXrrjiCknS3/72N40YMUJ//etfFR0drZUrV6q6ulrPPPOM7Ha7Lr/8chUVFenRRx+1AtOiRYs0bNgwzZgxQ5L0xz/+UXl5eVq8eLGWLVsmr9erhQsXas6cORo5cqQk6dlnn1VkZKTWrVunsWPHNvSlAwCAANMo5wht3rxZERER6tmzp1JTU/XVV19ZYwUFBWrTpo0VgiQpMTFRQUFB2rZtm1Vz3XXXyW63WzUul0vFxcX65ptvrJrExESf53W5XCooKJAk7d27V26326cmPDxcCQkJVs33VVVVyePx+GwAACBwnfcgNGzYMD377LPKz8/XX/7yF23ZskXDhw9XbW2tJMntdisiIsLnMc2aNVO7du3kdrutmsjISJ+a+ttnqjlx/MTHnarm++bNm6fw8HBri4mJafDrBwAAF48GfzR2Jid+5BQXF6e+ffvqsssu0+bNm3XDDTec76c7r2bPnq3MzEzrtsfjIQwBABDAGv3y+UsvvVQdOnTQp59+KkmKiorSoUOHfGqOHz+ur7/+2jqvKCoqSqWlpT419bfPVHPi+ImPO1XN94WEhMjhcPhsAAAgcDV6EPriiy/01VdfqVOnTpIkp9Op8vJyFRYWWjWbNm1SXV2dEhISrJo333xTNTU1Vk1eXp569uyptm3bWjX5+fk+z5WXlyen0ylJ6tatm6KionxqPB6Ptm3bZtUAAACzNTgIHTlyREVFRSoqKpL03UnJRUVFKikp0ZEjRzRjxgy988472rdvn/Lz8zVy5Eh1795dLpdLktS7d28NGzZMkydP1vbt2/X2228rPT1dY8eOVXR0tCTptttuk91uV0pKinbv3q3Vq1dr0aJFPh9b3XXXXcrNzdUjjzyiPXv26P7779eOHTuUnp4uSbLZbMrIyNBDDz2kl19+WTt37tT48eMVHR2tUaNGnePbBgAAAkGDzxHasWOHhgwZYt2uDycTJkzQ0qVL9cEHH2jFihUqLy9XdHS0hg4dqj/+8Y8KCQmxHrNy5Uqlp6frhhtuUFBQkJKTk/X4449b4+Hh4dq4caPS0tIUHx+vDh06KCsry2etoauvvlqrVq3SnDlzdO+996pHjx5at26d+vTpY9Xcc889qqys1JQpU1ReXq5rrrlGubm5Cg0NbejLBgAAAcjm9Xq9/m7iQuXxeBQeHq6KiopGPV+o66ycRpu7Ke17OMnfLZwz9sWFJRD2R6DsC+Bi0pDf33zXGAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGCsBgehN998UzfffLOio6Nls9m0bt06n3Gv16usrCx16tRJLVq0UGJioj755BOfmq+//lq33367HA6H2rRpo5SUFB05csSn5oMPPtC1116r0NBQxcTEaP78+Sf1smbNGvXq1UuhoaGKi4vTq6++2uBeAACAuRochCorK9WvXz8tWbLklOPz58/X448/rmXLlmnbtm1q2bKlXC6Xjh07ZtXcfvvt2r17t/Ly8rR+/Xq9+eabmjJlijXu8Xg0dOhQXXLJJSosLNSCBQt0//3368knn7Rqtm7dqltvvVUpKSl67733NGrUKI0aNUq7du1qUC8AAMBcNq/X6/3RD7bZtHbtWo0aNUrSd0dgoqOj9Yc//EF33323JKmiokKRkZHKzs7W2LFj9dFHHyk2Nlb/+te/dMUVV0iScnNzNWLECH3xxReKjo7W0qVL9T//8z9yu92y2+2SpFmzZmndunXas2ePJGnMmDGqrKzU+vXrrX4GDRqk/v37a9myZWfVy5l4PB6Fh4eroqJCDofjx75NZ9R1Vk6jzd2U9j2c5O8Wzhn74sISCPsjUPYFcDFpyO/v83qO0N69e+V2u5WYmGjdFx4eroSEBBUUFEiSCgoK1KZNGysESVJiYqKCgoK0bds2q+a6666zQpAkuVwuFRcX65tvvrFqTnye+pr65zmbXgAAgNmanc/J3G63JCkyMtLn/sjISGvM7XYrIiLCt4lmzdSuXTufmm7dup00R/1Y27Zt5Xa7z/g8Z+rl+6qqqlRVVWXd9ng8Z3jFAADgYsZVYyeYN2+ewsPDrS0mJsbfLQEAgEZ0XoNQVFSUJKm0tNTn/tLSUmssKipKhw4d8hk/fvy4vv76a5+aU81x4nP8UM2J42fq5ftmz56tiooKa9u/f/9ZvGoAAHCxOq9BqFu3boqKilJ+fr51n8fj0bZt2+R0OiVJTqdT5eXlKiwstGo2bdqkuro6JSQkWDVvvvmmampqrJq8vDz17NlTbdu2tWpOfJ76mvrnOZtevi8kJEQOh8NnAwAAgavBQejIkSMqKipSUVGRpO9OSi4qKlJJSYlsNpsyMjL00EMP6eWXX9bOnTs1fvx4RUdHW1eW9e7dW8OGDdPkyZO1fft2vf3220pPT9fYsWMVHR0tSbrttttkt9uVkpKi3bt3a/Xq1Vq0aJEyMzOtPu666y7l5ubqkUce0Z49e3T//fdrx44dSk9Pl6Sz6gUAAJitwSdL79ixQ0OGDLFu14eTCRMmKDs7W/fcc48qKys1ZcoUlZeX65prrlFubq5CQ0Otx6xcuVLp6em64YYbFBQUpOTkZD3++OPWeHh4uDZu3Ki0tDTFx8erQ4cOysrK8llr6Oqrr9aqVas0Z84c3XvvverRo4fWrVunPn36WDVn0wsAADDXOa0jFOhYR6hhAmG9FPbFhSUQ9keg7AvgYuK3dYQAAAAuJgQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABirwd8+DwAwD1+Ai0DFESEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCxWlgYA4CISCKt8SxfOSt8cEQIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjnfcgdP/998tms/lsvXr1ssaPHTumtLQ0tW/fXq1atVJycrJKS0t95igpKVFSUpLCwsIUERGhGTNm6Pjx4z41mzdv1sCBAxUSEqLu3bsrOzv7pF6WLFmirl27KjQ0VAkJCdq+ffv5frkAAOAi1ihHhC6//HIdPHjQ2t566y1rbPr06XrllVe0Zs0abdmyRQcOHNDo0aOt8draWiUlJam6ulpbt27VihUrlJ2draysLKtm7969SkpK0pAhQ1RUVKSMjAzdeeed2rBhg1WzevVqZWZmau7cuXr33XfVr18/uVwuHTp0qDFeMgAAuAg1ShBq1qyZoqKirK1Dhw6SpIqKCv3v//6vHn30UV1//fWKj4/X8uXLtXXrVr3zzjuSpI0bN+rDDz/Uc889p/79+2v48OH64x//qCVLlqi6ulqStGzZMnXr1k2PPPKIevfurfT0dN1yyy167LHHrB4effRRTZ48WRMnTlRsbKyWLVumsLAwPfPMM43xkgEAwEWoUYLQJ598oujoaF166aW6/fbbVVJSIkkqLCxUTU2NEhMTrdpevXqpS5cuKigokCQVFBQoLi5OkZGRVo3L5ZLH49Hu3butmhPnqK+pn6O6ulqFhYU+NUFBQUpMTLRqTqWqqkoej8dnAwAAgeu8B6GEhARlZ2crNzdXS5cu1d69e3Xttdfq8OHDcrvdstvtatOmjc9jIiMj5Xa7JUlut9snBNWP14+drsbj8ejo0aP68ssvVVtbe8qa+jlOZd68eQoPD7e2mJiYH/UeAACAi0Oz8z3h8OHDrT/37dtXCQkJuuSSS/TCCy+oRYsW5/vpzqvZs2crMzPTuu3xeAhDAAAEsEa/fL5Nmzb66U9/qk8//VRRUVGqrq5WeXm5T01paamioqIkSVFRUSddRVZ/+0w1DodDLVq0UIcOHRQcHHzKmvo5TiUkJEQOh8NnAwAAgavRg9CRI0f02WefqVOnToqPj1fz5s2Vn59vjRcXF6ukpEROp1OS5HQ6tXPnTp+ru/Ly8uRwOBQbG2vVnDhHfU39HHa7XfHx8T41dXV1ys/Pt2oAAADOexC6++67tWXLFu3bt09bt27VL3/5SwUHB+vWW29VeHi4UlJSlJmZqTfeeEOFhYWaOHGinE6nBg0aJEkaOnSoYmNjNW7cOL3//vvasGGD5syZo7S0NIWEhEiSpk6dqs8//1z33HOP9uzZoyeeeEIvvPCCpk+fbvWRmZmpp556SitWrNBHH32k1NRUVVZWauLEief7JQMAgIvUeT9H6IsvvtCtt96qr776Sh07dtQ111yjd955Rx07dpQkPfbYYwoKClJycrKqqqrkcrn0xBNPWI8PDg7W+vXrlZqaKqfTqZYtW2rChAl68MEHrZpu3bopJydH06dP16JFi9S5c2c9/fTTcrlcVs2YMWNUVlamrKwsud1u9e/fX7m5uSedQA0AAMx13oPQ888/f9rx0NBQLVmyREuWLPnBmksuuUSvvvrqaecZPHiw3nvvvdPWpKenKz09/bQ1AADAXHzXGAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsI4LQkiVL1LVrV4WGhiohIUHbt2/3d0sAAOACEPBBaPXq1crMzNTcuXP17rvvql+/fnK5XDp06JC/WwMAAH4W8EHo0Ucf1eTJkzVx4kTFxsZq2bJlCgsL0zPPPOPv1gAAgJ8183cDjam6ulqFhYWaPXu2dV9QUJASExNVUFBwUn1VVZWqqqqs2xUVFZIkj8fTqH3WVX3bqPM3lcZ+n5oC++LCEgj7g31x4WBfXFgac3/Uz+31es9YG9BB6Msvv1Rtba0iIyN97o+MjNSePXtOqp83b54eeOCBk+6PiYlptB4DSfhCf3eAeuyLCwf74sLBvriwNMX+OHz4sMLDw09bE9BBqKFmz56tzMxM63ZdXZ2+/vprtW/fXjabzY+dnRuPx6OYmBjt379fDofD3+0YjX1x4WBfXFjYHxeOQNgXXq9Xhw8fVnR09BlrAzoIdejQQcHBwSotLfW5v7S0VFFRUSfVh4SEKCQkxOe+Nm3aNGaLTcrhcFy0f6kDDfviwsG+uLCwPy4cF/u+ONORoHoBfbK03W5XfHy88vPzrfvq6uqUn58vp9Ppx84AAMCFIKCPCElSZmamJkyYoCuuuEJXXXWVFi5cqMrKSk2cONHfrQEAAD8L+CA0ZswYlZWVKSsrS263W/3791dubu5JJ1AHspCQEM2dO/ekj/3Q9NgXFw72xYWF/XHhMG1f2Lxnc20ZAABAAAroc4QAAABOhyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCED7d+/X5MmTfJ3GwAgSSovL9dTTz2l++67T08//bQqKir83RIMwjpCBnr//fc1cOBA1dbW+rsVI2zatElvvfWWDh48qKCgIF166aX6xS9+oR49evi7NaP8v//3/zR8+HCFhYX5uxXjjR49WrfddptuueUW7d69W4MHD5bNZtOll16qffv2yWazadOmTerdu7e/WzVSTU2N9u3bp4iIiLP+vq6LGUEoAL388sunHf/888/1hz/8gSDUyA4dOqSbb75ZO3bsUFBQkOrq6jRgwAD95z//UVlZmTIzMzV//nx/t2mMoKAgtW7dWmPGjFFKSooSEhL83ZKx2rVrp61bt6pXr14aMWKE2rZtq+XLl8tut6umpkapqanav3+/NmzY4O9WA978+fM1bdo0tWjRQrW1tZo5c6b+9re/6fjx4woKCtK4ceP097//Xc2bN/d3q43Hi4Bjs9m8QUFBXpvN9oNbUFCQv9sMeGPGjPGOGjXKW1FR4T127Jg3PT3dO378eK/X6/Xm5+d727dv7124cKGfuzSHzWbzPvjgg94BAwZ4bTab9/LLL/c+9thj3i+//NLfrRmnRYsW3k8//dTr9Xq9nTp18r777rs+48XFxd7w8HA/dGaeoKAgb2lpqdfr9XoXLFjgbdu2rfeZZ57x7t692/vcc895IyIivH/5y1/83GXjIggFoOjoaO+6det+cPy9994jCDUBh8Ph3bVrl3X7yJEj3ubNm3srKiq8Xq/X+3//93/enj17+qs949hsNusH/o4dO7ypqaneNm3aeENCQry/+tWvvBs3bvRzh+ZISEjwPvnkk16v1+sdMGCAd+3atT7jGzdu9EZFRfmhM/Oc+O9iwIAB3r///e8+488995z38ssv90drTSbgv3TVRPHx8SosLNTIkSNPOW6z2eTlE9FGFxISIpvNZt0OCgpSbW2tjh8/Lkm6+uqrtW/fPj91Z7b4+HjFx8fr0Ucf1Zo1a/TMM89o2LBh6tKli/bu3evv9gLefffdp/Hjx6t58+b6/e9/r+nTp+urr75S7969VVxcrLlz52rcuHH+btMY9T+nSkpKdPXVV/uMXX311QH/b4IgFIBmzJihysrKHxzv3r273njjjSbsyEzXXHONsrKytGLFCtntdt1777269NJL1a5dO0lSWVmZ2rZt6+cuzXFiKK0XGhqqcePGady4cfr000+1fPlyP3RmnqSkJD355JPKyMjQgQMH5PV6NXnyZEnf/Qdi6tSpmjdvnp+7NMdTTz2lVq1ayW636+uvv/YZO3z4cMB/Cz0nSwON5PPPP9fQoUP173//WzabTS1bttSaNWuUmJgoScrOzlZxcTE/8JtIUFCQ3G63IiIi/N0K/n+1tbUqLCzU3r17VVdXp06dOik+Pl6tW7f2d2vG6Nq1q89/Eu666y5lZGRYtxctWqTnn39eBQUFfuiuaRCEgEb07bff6q233lJ1dbUGDRqkDh06+LslY/373/9Wly5dTnlkCMCpvfPOOwoJCdGAAQP83UqjIQgBjWTatGn69a9/rWuvvdbfrQAXJNbYwoWAIAQ0kqCgINlsNl122WVKSUnRhAkTFBUV5e+2jHb06FH94x//OOmX76hRo3TDDTf4uz1jsMbWhcfkUEoQAhpJUFCQ8vLy9Morr2jlypWqqKjQ8OHDNXnyZI0YMUJBQXzDTVP69NNPlZiYqKNHjyokJERffPGFRowYoS+//FI7duzQ6NGjtWrVKjVrxjUkjW3s2LGqqqrSihUrFBISorvvvlsej0crVqzQpk2b9Otf/1r33Xef7rrrLn+3GvAIpWJBRaCxnLg+R3V1tXf16tVel8vlDQ4O9kZHR3vvvfde7yeffOLnLs0xfPhw729/+1tvXV2d1+v1eh9++GHv8OHDvV6v1/vxxx97u3bt6p07d64fOzQHa2xdOFj41evliBDQSH7oKqWSkhI988wzys7O1v79+/mqkybSsmVLFRUVWYf6q6ur1apVKx08eFDt27fXSy+9pIyMjIBfM+VCEBERoc2bNys2NlbSdx9ZtmrVSmVlZWrXrp0+//xzxcbG6tixY37uNPCFh4dr69atuvzyyyVJlZWVatu2rb788ks5HA4999xzeuihh7Rnzx4/d9p4ODYPNLEuXbro/vvv1969e5Wbm+vvdozRpk0bHT582Lr97bff6vjx47Lb7ZKkvn376uDBg/5qzyj1a2xVVlaqpqaGNbb8iIVfCUJAo7nkkksUHBz8g+M2m0033nhjE3ZkthtvvFGZmZnas2eP9u7dq6lTp6p///7WmjUlJSWsMdRE/vrXv6qoqEht2rRRy5YtlZ2draVLl1rjH330ke644w7/NWgQQiknSwMwxKFDhzRy5Eht27ZNNptNMTExWrt2rbU+yj//+U8dPHhQ06ZN83OnZmCNrQsDC78ShAAY5pNPPlFVVZV69erFFWKAvgulb7/9tqqqqowMpXw0BsAoPXr0UJ8+fU4KQfv379ekSZP81JV5jh49qrfeeksffvjhSWPHjh3Ts88+64euzPTvf/9bX3zxhbp3764OHTpoz549Sk1N1aRJk7Rp0yZ/t9foOCIEAJLef/99DRw4kKv4msDHH3+soUOHqqSkRDabTddcc42ef/55derUSZJUWlqq6Oho9kUTyM3N1ciRI9WqVSt9++23Wrt2rcaPH69+/fqprq5OW7Zs0caNG3X99df7u9VGQxACYISXX375tOOff/65/vCHP/DLtwn88pe/VE1NjbKzs1VeXq6MjAx9+OGH2rx5s7p06UIQakJXX321rr/+ej300EN6/vnn9bvf/U6pqan605/+JEmaPXu2CgsLtXHjRj932ngIQgCMUP+VJ6f7kWez2fjl2wQiIyP1+uuvKy4uTpLk9Xr1u9/9Tq+++qreeOMNtWzZkiDURMLDw1VYWKju3burrq5OISEh2r59u3URwa5du5SYmCi32+3nThsP5wgBMEKnTp304osvqq6u7pTbu+++6+8WjXH06FGfc7RsNpuWLl2qm2++WT//+c/18ccf+7E789SvIxQUFKTQ0FCFh4dbY61bt1ZFRYW/WmsSBCEARoiPj1dhYeEPjp/paBHOn169emnHjh0n3b948WKNHDlSv/jFL/zQlZm6du2qTz75xLpdUFCgLl26WLdLSkqsc7cCFUEIgBFmzJihq6+++gfHu3fvrjfeeKMJOzLXL3/5S/3jH/845djixYt16623EkqbSGpqqs9HkN+/ovK1114L6BOlJc4RAgAABuOIEAAAMBZBCAAAGIsgBAAAjEUQAhAQBg8erIyMjIv+OQA0LYIQAAAwFkEIAAAYiyAEIOB88803Gj9+vNq2bauwsDANHz7cZ9G4r776Srfeeqt+8pOfKCwsTHFxcSeta1NZWanx48erVatW6tSpkx555JGmfhkAmgBBCEDAueOOO7Rjxw69/PLLKigokNfr1YgRI1RTUyNJOnbsmOLj45WTk6Ndu3ZpypQpGjdunLZv327NMWPGDG3ZskUvvfSSNm7cqM2bN/M1HEAAYkFFAAFh8ODB6t+/v9LS0vTTn/5Ub7/9trWS9FdffaWYmBitWLFCv/rVr075+Jtuukm9evXSX//6Vx05ckTt27fXc889Z9V//fXX6ty5s6ZMmaKFCxc21csC0MianbkEAC4eH330kZo1a6aEhATrvvbt26tnz5766KOPJEm1tbX685//rBdeeEH/+c9/VF1draqqKoWFhUmSPvvsM1VXV/vM0a5dO/Xs2bNpXwyARkcQAmCcBQsWaNGiRVq4cKHi4uLUsmVLZWRkqLq62t+tAWhinCMEIKD07t1bx48f17Zt26z7vvrqKxUXFys2NlaS9Pbbb2vkyJH6zW9+o379+unSSy/Vxx9/bNVfdtllat68uc8c33zzjU8NgMBAEAIQUHr06KGRI0dq8uTJeuutt/T+++/rN7/5jX7yk59o5MiRVk1eXp62bt2qjz76SL/97W9VWlpqzdGqVSulpKRoxowZ2rRpk3bt2qU77rhDQUH8yAQCDf+qAQSc5cuXKz4+XjfddJOcTqe8Xq9effVVNW/eXJI0Z84cDRw4UC6XS4MHD1ZUVJRGjRrlM8eCBQt07bXX6uabb1ZiYqKuueYaxcfH++HVAGhMXDUGAACMxREhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIz1/wGsxsamE/SonwAAAABJRU5ErkJggg==",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -8364,12 +8410,18 @@
     "node_pivot = timing_df.pivot_table(index=[\"nodes\"], values=[\"runtime\"], aggfunc='mean')\n",
     "exploit_pivot = timing_df.pivot_table(index=[\"exploit\"], values=[\"runtime\"], aggfunc='mean')\n",
     "appl_pivot = timing_df.pivot_table(index=[\"appl\"], values=[\"runtime\"], aggfunc='mean')\n",
-    "load_pivot = timing_df.pivot_table(index=[\"load\"], values=[\"runtime\"], aggfunc='mean')\n",
     "\n",
-    "node_pivot.plot(kind='bar')\n",
-    "exploit_pivot.plot(kind='bar')\n",
-    "appl_pivot.plot(kind='bar')\n",
-    "load_pivot.plot(kind='bar')\n"
+    "overall_df['load'] = overall_df['load'].replace(395,0)\n",
+    "overall_df['load'] = overall_df['load'].replace(296,25)\n",
+    "overall_df['load'] = overall_df['load'].replace(197,50)\n",
+    "overall_df['load'] = overall_df['load'].replace(79,75)\n",
+    "overall_df['load'] = overall_df['load'].replace(1,100)\n",
+    "load_pivot = overall_df.pivot_table(index=[\"load\"], values=[\"runtime\"], aggfunc='mean')\n",
+    "\n",
+    "node_pivot.plot(kind='bar', title='Number of Nodes vs Runtime', ylabel='Runtime (ms)', xlabel=\"Nodes\")\n",
+    "exploit_pivot.plot(kind='bar', title='Number of Exploits vs Runtime', ylabel='Runtime (ms)', xlabel=\"Number of Exploits\")\n",
+    "appl_pivot.plot(kind='bar', title='Applicability of Exploits vs Runtime', ylabel='Runtime (ms)', xlabel=\"Applicability of Exploits (%)\")\n",
+    "load_pivot.plot(kind='bar', title='Database Load vs Runtime', ylabel='Runtime (ms)', xlabel=\"Database Load (%)\")\n"
    ]
   },
   {
@@ -8414,6 +8466,95 @@
     "sns.heatmap(timing_corr, annot=True, fmt=\".1f\", cmap=\"RdBu\", center=0, ax=ax)"
    ]
   },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Speedup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "572.125"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==6][timing_df['appl']==0][timing_df['load']==1].values[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "spd_df = pd.DataFrame(columns=['Nodes', 'Speedup'])\n",
+    "for node in [2,3,4,5,6,7,8,9,10,11,12]:\n",
+    "    for expl in [6,12,24,48,96,192,384,768,1536,3072,6144]:\n",
+    "        for app in [0,25,50,75,100]:\n",
+    "            for load in [1,79,197,296,395]:\n",
+    "                try:\n",
+    "                    spd_df.loc[-1] = [node, timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==expl][timing_df['appl']==app][timing_df['load']==load].values[0]/timing_df['runtime'][timing_df['nodes'] == node][timing_df['exploit']==expl][timing_df['appl']==app][timing_df['load']==load].values[0]]\n",
+    "                    spd_df.index = spd_df.index+1\n",
+    "                    spd_df = spd_df.sort_index()\n",
+    "                except:\n",
+    "                    tmp=0\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1934/1804375556.py:4: FutureWarning:\n",
+      "\n",
+      "DataFrame.set_axis 'inplace' keyword is deprecated and will be removed in a future version. Use `obj = obj.set_axis(..., copy=False)` instead\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot: title={'center': 'Minimum, Maximum, and Mean Speedups of MPI Tasking for Increasing Problem Sizes'}, xlabel='Number of Nodes', ylabel=\"Speedup (Amdahl's)\">"
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "res_spd_df = pd.DataFrame(spd_df.pivot_table(index=[\"Nodes\"], values=[\"Speedup\"], aggfunc=['max', 'min', 'mean']).to_records())\n",
+    "res_spd_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1, inplace=True)\n",
+    "res_spd_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Speedups of MPI Tasking for Increasing Problem Sizes', ylabel=\"Speedup (Amdahl's)\", xlabel=\"Number of Nodes\")\n"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",