diff --git a/HowBadIsMyBatch.ipynb b/HowBadIsMyBatch.ipynb
index ec8fc371664..93d589f2636 100644
--- a/HowBadIsMyBatch.ipynb
+++ b/HowBadIsMyBatch.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
    "metadata": {},
    "outputs": [],
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "a271254b",
    "metadata": {},
    "outputs": [],
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "7b5d6df0",
    "metadata": {},
    "outputs": [],
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "3ebcba86",
    "metadata": {},
    "outputs": [],
@@ -118,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "99945ca8",
    "metadata": {},
    "outputs": [],
@@ -129,14 +129,11 @@
     "    \n",
     "    @staticmethod\n",
     "    def createBatchCodeTable(df : pd.DataFrame):\n",
-    "        def filterDataFrame(df, col):\n",
-    "            return df[df[col] == 'Y']['VAX_LOT']\n",
-    "\n",
     "        batchCodeTableDict = {\n",
     "            'ADRs': df['VAX_LOT'].value_counts(),\n",
-    "            'DEATHS': filterDataFrame(df, 'DIED').value_counts(),\n",
-    "            'DISABILITIES': filterDataFrame(df, 'DISABLE').value_counts(),\n",
-    "            'LIFE THREATENING ILLNESSES': filterDataFrame(df, 'L_THREAT').value_counts()\n",
+    "            'DEATHS': BatchCodeTableFactory._filterDataFrame(df, 'DIED').value_counts(),\n",
+    "            'DISABILITIES': BatchCodeTableFactory._filterDataFrame(df, 'DISABLE').value_counts(),\n",
+    "            'LIFE THREATENING ILLNESSES': BatchCodeTableFactory._filterDataFrame(df, 'L_THREAT').value_counts()\n",
     "        }\n",
     "        batchCodeTable = pd.concat(batchCodeTableDict, axis = 'columns')\n",
     "        batchCodeTable.index.name = 'VAX_LOT'\n",
@@ -146,16 +143,13 @@
     "    # FK-TODO: DRY with createBatchCodeTable()\n",
     "    @staticmethod\n",
     "    def createSevereEffectsBatchCodeTable(df : pd.DataFrame):\n",
-    "        def filterDataFrame(df, col):\n",
-    "            return df[df[col] == 'Y']['VAX_LOT']\n",
-    "\n",
     "        batchCodeTableDict = {\n",
     "            'ADRs': df['VAX_LOT'].value_counts(),\n",
-    "            'DEATHS': filterDataFrame(df, 'DIED').value_counts(),\n",
-    "            'DISABILITIES': filterDataFrame(df, 'DISABLE').value_counts(),\n",
-    "            'LIFE THREATENING ILLNESSES': filterDataFrame(df, 'L_THREAT').value_counts(),\n",
-    "            'HOSPITALISATIONS': filterDataFrame(df, 'HOSPITAL').value_counts(),\n",
-    "            'EMERGENCY ROOM OR DOCTOR VISITS': filterDataFrame(df, 'ER_VISIT').value_counts()\n",
+    "            'DEATHS': BatchCodeTableFactory._filterDataFrame(df, 'DIED').value_counts(),\n",
+    "            'DISABILITIES': BatchCodeTableFactory._filterDataFrame(df, 'DISABLE').value_counts(),\n",
+    "            'LIFE THREATENING ILLNESSES': BatchCodeTableFactory._filterDataFrame(df, 'L_THREAT').value_counts(),\n",
+    "            'HOSPITALISATIONS': BatchCodeTableFactory._filterDataFrame(df, 'HOSPITAL').value_counts(),\n",
+    "            'EMERGENCY ROOM OR DOCTOR VISITS': BatchCodeTableFactory._filterDataFrame(df, 'ER_VISIT').value_counts()\n",
     "        }\n",
     "        batchCodeTable = pd.concat(batchCodeTableDict, axis = 'columns')\n",
     "        batchCodeTable.index.name = 'VAX_LOT'\n",
@@ -170,6 +164,10 @@
     "        return batchCodeTable.replace(to_replace = np.nan, value = 0)\n",
     "\n",
     "    @staticmethod\n",
+    "    def _filterDataFrame(df, col):\n",
+    "        return df[df[col] == 'Y']['VAX_LOT']\n",
+    "\n",
+    "    @staticmethod\n",
     "    def _createManufacturerByBatchCodeTable(df):\n",
     "        manufacturerByBatchCodeTable = df[['VAX_LOT', 'VAX_MANU']]\n",
     "        manufacturerByBatchCodeTable = manufacturerByBatchCodeTable.drop_duplicates(subset = ['VAX_LOT'])\n",
@@ -182,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "3dacedfd",
    "metadata": {},
    "outputs": [],
@@ -192,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "e59a1825",
    "metadata": {},
    "outputs": [],
@@ -366,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "e14465d7",
    "metadata": {},
    "outputs": [],
@@ -445,7 +443,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "ded70c87",
    "metadata": {},
    "outputs": [],
@@ -502,46 +500,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "5a8bff1b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "test_createBatchCodeTable (__main__.BatchCodeTableTest) ... ok\n",
-      "test_createBatchCodeTable2 (__main__.BatchCodeTableTest) ... ok\n",
-      "test_createAndFilterDataFrameFromDescrs (__main__.CreateAndFilterDataFrameTest) ... ok\n",
-      "test_createAndFilterDataFrameFromDescrsWithFirstDose (__main__.CreateAndFilterDataFrameTest) ... ok\n",
-      "test_createAndFilterDataFrameFromDescrsWithSecondDose (__main__.CreateAndFilterDataFrameTest) ... ok\n",
-      "test_createDataFrameFromForSevereEffects (__main__.CreateAndFilterDataFrameTest) ... ok\n",
-      "test_createSevereEffectsBatchCodeTable (__main__.SevereEffectsBatchCodeTableTest) ... ok\n",
-      "\n",
-      "----------------------------------------------------------------------\n",
-      "Ran 7 tests in 0.143s\n",
-      "\n",
-      "OK\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<unittest.main.TestProgram at 0x7f63c8007580>"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "unittest.main(argv = [''], verbosity = 2, exit = False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "86e0e4f2",
    "metadata": {},
    "outputs": [],
@@ -557,452 +526,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "ab170c16",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'MODERNA'"
-      ]
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-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>ADRs</th>\n",
-       "      <th>DEATHS</th>\n",
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-       "      <th>LIFE THREATENING ILLNESSES</th>\n",
-       "    </tr>\n",
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-       "      <th>VAX_LOT</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
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-       "  <tbody>\n",
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-       "      <th>039K20A</th>\n",
-       "      <td>3330</td>\n",
-       "      <td>67.0</td>\n",
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-       "      <td>29.0</td>\n",
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-       "    <tr>\n",
-       "      <th>026L20A</th>\n",
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-       "      <td>25.0</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>21.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>011J20A</th>\n",
-       "      <td>3072</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>26.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>025L20A</th>\n",
-       "      <td>2391</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>26.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>012L20A</th>\n",
-       "      <td>2352</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>22.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0481az11a</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>fc002B21A</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
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-       "    <tr>\n",
-       "      <th>0021321N</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>elg263</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0840Z1A</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>10248 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
-       "VAX_LOT                                                          \n",
-       "039K20A    3330    67.0          22.0                        29.0\n",
-       "026L20A    3327    25.0          24.0                        21.0\n",
-       "011J20A    3072    33.0          27.0                        26.0\n",
-       "025L20A    2391    42.0          16.0                        26.0\n",
-       "012L20A    2352    57.0          28.0                        22.0\n",
-       "...         ...     ...           ...                         ...\n",
-       "0481az11a     1     0.0           0.0                         0.0\n",
-       "fc002B21A     1     0.0           0.0                         0.0\n",
-       "0021321N      1     0.0           0.0                         0.0\n",
-       "elg263        1     0.0           0.0                         0.0\n",
-       "0840Z1A       1     0.0           0.0                         1.0\n",
-       "\n",
-       "[10248 rows x 4 columns]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'PFIZER\\\\BIONTECH'"
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-     },
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>ADRs</th>\n",
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-       "      <th>LIFE THREATENING ILLNESSES</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>VAX_LOT</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>EK5730</th>\n",
-       "      <td>1741</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>16.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EK9231</th>\n",
-       "      <td>1631</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>21.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EH9899</th>\n",
-       "      <td>1570</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>18.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EN6205</th>\n",
-       "      <td>1487</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>31.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EN6208</th>\n",
-       "      <td>1475</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>25.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>EWD0153</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
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-       "    <tr>\n",
-       "      <th>EW0160</th>\n",
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-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
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-       "    <tr>\n",
-       "      <th>EP 6203</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
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-       "    <tr>\n",
-       "      <th>En 6208.      A</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
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-       "    <tr>\n",
-       "      <th>FJ1161</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>6765 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
-       "VAX_LOT                                                                \n",
-       "EK5730           1741    18.0          25.0                        16.0\n",
-       "EK9231           1631    37.0          19.0                        21.0\n",
-       "EH9899           1570    14.0          36.0                        18.0\n",
-       "EN6205           1487    25.0          37.0                        31.0\n",
-       "EN6208           1475    33.0          27.0                        25.0\n",
-       "...               ...     ...           ...                         ...\n",
-       "EWD0153             1     0.0           0.0                         0.0\n",
-       "EW0160              1     0.0           0.0                         1.0\n",
-       "EP 6203             1     0.0           0.0                         0.0\n",
-       "En 6208.      A     1     0.0           0.0                         0.0\n",
-       "FJ1161              1     0.0           0.0                         0.0\n",
-       "\n",
-       "[6765 rows x 4 columns]"
-      ]
-     },
-     "metadata": {},
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-    },
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-     "data": {
-      "text/plain": [
-       "'JANSSEN'"
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-       "      <th>043A21A</th>\n",
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-       "      <th>042A21A</th>\n",
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-       "      <td>43.0</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>35.0</td>\n",
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-       "    <tr>\n",
-       "      <th>202A21A</th>\n",
-       "      <td>1159</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>21.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>201A21A</th>\n",
-       "      <td>1129</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>24.0</td>\n",
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-       "    <tr>\n",
-       "      <th>1805018</th>\n",
-       "      <td>1129</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>39.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MVP-COVID-19 18</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2039219</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1807982</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>043az1n</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>213s21a</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1797 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
-       "VAX_LOT                                                                \n",
-       "043A21A          1692    28.0          29.0                        37.0\n",
-       "042A21A          1461    43.0          33.0                        35.0\n",
-       "202A21A          1159    22.0          16.0                        21.0\n",
-       "201A21A          1129    15.0          27.0                        24.0\n",
-       "1805018          1129    32.0          30.0                        39.0\n",
-       "...               ...     ...           ...                         ...\n",
-       "MVP-COVID-19 18     1     0.0           0.0                         1.0\n",
-       "2039219             1     0.0           0.0                         0.0\n",
-       "1807982             1     0.0           0.0                         0.0\n",
-       "043az1n             1     0.0           0.0                         0.0\n",
-       "213s21a             1     0.0           0.0                         0.0\n",
-       "\n",
-       "[1797 rows x 4 columns]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "saveBatchCodeTable(\"MODERNA\", \"results/moderna.xlsx\")\n",
     "saveBatchCodeTable(\"PFIZER\\BIONTECH\", \"results/pfizer.xlsx\")\n",
@@ -1011,7 +538,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "id": "bc56831d",
    "metadata": {},
    "outputs": [],
@@ -1027,225 +554,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "id": "ace3fed9",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'severeEffectsBatchCodeTable'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "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>ADRs</th>\n",
-       "      <th>DEATHS</th>\n",
-       "      <th>DISABILITIES</th>\n",
-       "      <th>LIFE THREATENING ILLNESSES</th>\n",
-       "      <th>HOSPITALISATIONS</th>\n",
-       "      <th>EMERGENCY ROOM OR DOCTOR VISITS</th>\n",
-       "      <th>COMPANY</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>VAX_LOT</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>026L20A</th>\n",
-       "      <td>3335</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>125.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>039K20A</th>\n",
-       "      <td>3335</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>134.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>011J20A</th>\n",
-       "      <td>3078</td>\n",
-       "      <td>34.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>106.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>025L20A</th>\n",
-       "      <td>2397</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>012L20A</th>\n",
-       "      <td>2357</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>135.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EN6207-</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>039820A</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Blue-218</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>MODERNA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1808973</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>UNKNOWN MANUFACTURER</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FJ1161</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>18428 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES  \\\n",
-       "VAX_LOT                                                            \n",
-       "026L20A   3335    25.0          24.0                        21.0   \n",
-       "039K20A   3335    67.0          22.0                        29.0   \n",
-       "011J20A   3078    34.0          27.0                        26.0   \n",
-       "025L20A   2397    42.0          16.0                        26.0   \n",
-       "012L20A   2357    57.0          29.0                        22.0   \n",
-       "...        ...     ...           ...                         ...   \n",
-       "EN6207-      1     0.0           0.0                         0.0   \n",
-       "039820A      1     0.0           0.0                         0.0   \n",
-       "Blue-218     1     0.0           0.0                         0.0   \n",
-       "1808973      1     0.0           0.0                         0.0   \n",
-       "FJ1161       1     0.0           0.0                         0.0   \n",
-       "\n",
-       "          HOSPITALISATIONS  EMERGENCY ROOM OR DOCTOR VISITS  \\\n",
-       "VAX_LOT                                                       \n",
-       "026L20A              125.0                              0.0   \n",
-       "039K20A              134.0                              0.0   \n",
-       "011J20A              106.0                              0.0   \n",
-       "025L20A               83.0                              0.0   \n",
-       "012L20A              135.0                              1.0   \n",
-       "...                    ...                              ...   \n",
-       "EN6207-                0.0                              0.0   \n",
-       "039820A                0.0                              0.0   \n",
-       "Blue-218               0.0                              0.0   \n",
-       "1808973                0.0                              0.0   \n",
-       "FJ1161                 0.0                              0.0   \n",
-       "\n",
-       "                       COMPANY  \n",
-       "VAX_LOT                         \n",
-       "026L20A                MODERNA  \n",
-       "039K20A                MODERNA  \n",
-       "011J20A                MODERNA  \n",
-       "025L20A                MODERNA  \n",
-       "012L20A                MODERNA  \n",
-       "...                        ...  \n",
-       "EN6207-        PFIZER\\BIONTECH  \n",
-       "039820A                MODERNA  \n",
-       "Blue-218               MODERNA  \n",
-       "1808973   UNKNOWN MANUFACTURER  \n",
-       "FJ1161         PFIZER\\BIONTECH  \n",
-       "\n",
-       "[18428 rows x 7 columns]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "saveSevereEffectsBatchCodeTable('results/severeEffects.xlsx')"
    ]