diff --git a/HowBadIsMyBatch.ipynb b/HowBadIsMyBatch.ipynb
index 9870b838cbd..b63fd0519df 100644
--- a/HowBadIsMyBatch.ipynb
+++ b/HowBadIsMyBatch.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
    "metadata": {},
    "outputs": [],
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "233bc590",
    "metadata": {},
    "outputs": [],
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "99945ca8",
    "metadata": {},
    "outputs": [],
@@ -59,21 +59,489 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "86e0e4f2",
    "metadata": {},
    "outputs": [],
    "source": [
     "def saveBatchCodeTable(manufacturer, excelFile):\n",
-    "    createBatchCodeTable(createDataFrame(\"VAERS\", manufacturer)).to_excel(excelFile)\n"
+    "    batchCodeTable = createBatchCodeTable(createDataFrame(\"VAERS\", manufacturer))\n",
+    "    display(manufacturer, batchCodeTable)\n",
+    "    batchCodeTable.to_excel(excelFile)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "ab170c16",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'MODERNA'"
+      ]
+     },
+     "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",
+       "    </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>026L20A</th>\n",
+       "      <td>4177</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>28.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>039K20A</th>\n",
+       "      <td>4169</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>37.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>011J20A</th>\n",
+       "      <td>3661</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>28.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>013L20A</th>\n",
+       "      <td>3191</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>32.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>012L20A</th>\n",
+       "      <td>3068</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</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>029L2VA</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>029L2oa</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>029L30A</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>029L420A</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>Ø38B21A</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>16284 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
+       "VAX_LOT                                                         \n",
+       "026L20A   4177    42.0          35.0                        28.0\n",
+       "039K20A   4169    93.0          39.0                        37.0\n",
+       "011J20A   3661    37.0          33.0                        28.0\n",
+       "013L20A   3191    68.0          47.0                        32.0\n",
+       "012L20A   3068    72.0          30.0                        30.0\n",
+       "...        ...     ...           ...                         ...\n",
+       "029L2VA      1     0.0           0.0                         0.0\n",
+       "029L2oa      1     0.0           0.0                         0.0\n",
+       "029L30A      1     0.0           0.0                         0.0\n",
+       "029L420A     1     0.0           0.0                         0.0\n",
+       "Ø38B21A      1     0.0           0.0                         0.0\n",
+       "\n",
+       "[16284 rows x 4 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/frankknoll/.local/lib/python3.9/site-packages/pandas/compat/_optional.py:149: UserWarning: Pandas requires version '1.2.2' or newer of 'xlsxwriter' (version '1.1.2' currently installed).\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'PFIZER\\\\BIONTECH'"
+      ]
+     },
+     "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",
+       "    </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>EK9231</th>\n",
+       "      <td>3392</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ER2613</th>\n",
+       "      <td>3345</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>57.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN6201</th>\n",
+       "      <td>2928</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>55.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN5318</th>\n",
+       "      <td>2811</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>57.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ER8732</th>\n",
+       "      <td>2705</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>68.0</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>EN6203 UPC</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>EN6203,</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>EN6203, EL3247</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>EN6203, EN6204</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>ÉÑ6198</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>12447 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
+       "VAX_LOT                                                               \n",
+       "EK9231          3392    48.0          56.0                        35.0\n",
+       "ER2613          3345    65.0          62.0                        57.0\n",
+       "EN6201          2928   148.0          69.0                        55.0\n",
+       "EN5318          2811   114.0          62.0                        57.0\n",
+       "ER8732          2705    50.0          51.0                        68.0\n",
+       "...              ...     ...           ...                         ...\n",
+       "EN6203 UPC         1     0.0           0.0                         0.0\n",
+       "EN6203,            1     0.0           0.0                         0.0\n",
+       "EN6203, EL3247     1     0.0           0.0                         0.0\n",
+       "EN6203, EN6204     1     0.0           0.0                         0.0\n",
+       "ÉÑ6198             1     0.0           0.0                         0.0\n",
+       "\n",
+       "[12447 rows x 4 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/frankknoll/.local/lib/python3.9/site-packages/pandas/compat/_optional.py:149: UserWarning: Pandas requires version '1.2.2' or newer of 'xlsxwriter' (version '1.1.2' currently installed).\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'JANSSEN'"
+      ]
+     },
+     "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",
+       "    </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>Unknown</th>\n",
+       "      <td>7312</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>31.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>043A21A</th>\n",
+       "      <td>2347</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>49.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>042A21A</th>\n",
+       "      <td>2170</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>43.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1805018</th>\n",
+       "      <td>1756</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>49.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>202A21A</th>\n",
+       "      <td>1726</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>25.0</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>180E018</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>180D068</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>180C068</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>180B982</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>zz</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>2456 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
+       "VAX_LOT                                                        \n",
+       "Unknown  7312   264.0          19.0                        31.0\n",
+       "043A21A  2347    37.0          31.0                        49.0\n",
+       "042A21A  2170    44.0          41.0                        43.0\n",
+       "1805018  1756    35.0          36.0                        49.0\n",
+       "202A21A  1726    25.0          21.0                        25.0\n",
+       "...       ...     ...           ...                         ...\n",
+       "180E018     1     0.0           0.0                         0.0\n",
+       "180D068     1     0.0           0.0                         0.0\n",
+       "180C068     1     0.0           0.0                         0.0\n",
+       "180B982     1     0.0           0.0                         0.0\n",
+       "zz          1     0.0           0.0                         0.0\n",
+       "\n",
+       "[2456 rows x 4 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/frankknoll/.local/lib/python3.9/site-packages/pandas/compat/_optional.py:149: UserWarning: Pandas requires version '1.2.2' or newer of 'xlsxwriter' (version '1.1.2' currently installed).\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    }
+   ],
    "source": [
     "saveBatchCodeTable(\"MODERNA\", \"results/moderna.xlsx\")\n",
     "saveBatchCodeTable(\"PFIZER\\BIONTECH\", \"results/pfizer.xlsx\")\n",
@@ -82,7 +550,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "9f506ac8",
    "metadata": {},
    "outputs": [],
@@ -92,7 +560,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "e14465d7",
    "metadata": {},
    "outputs": [],
@@ -126,10 +594,274 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "ef8f99c4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "test_createBatchCodeTable (__main__.HowBadIsMyBatchTest) ... "
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'dataFrame:'"
+      ]
+     },
+     "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>DIED</th>\n",
+       "      <th>L_THREAT</th>\n",
+       "      <th>DISABLE</th>\n",
+       "      <th>VAX_TYPE</th>\n",
+       "      <th>VAX_MANU</th>\n",
+       "      <th>VAX_LOT</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAERS_ID</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>916600</th>\n",
+       "      <td>Y</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>COVID19</td>\n",
+       "      <td>MODERNA</td>\n",
+       "      <td>037K20A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>916601</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>COVID19</td>\n",
+       "      <td>MODERNA</td>\n",
+       "      <td>025L20A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1996874</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>COVID19</td>\n",
+       "      <td>MODERNA</td>\n",
+       "      <td>025L20A</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         DIED  L_THREAT DISABLE VAX_TYPE VAX_MANU  VAX_LOT\n",
+       "VAERS_ID                                                  \n",
+       "916600      Y       NaN     NaN  COVID19  MODERNA  037K20A\n",
+       "916601    NaN       NaN       Y  COVID19  MODERNA  025L20A\n",
+       "1996874   NaN       NaN       Y  COVID19  MODERNA  025L20A"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'batchCodeTable:'"
+      ]
+     },
+     "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",
+       "    </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>025L20A</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>037K20A</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
+       "VAX_LOT                                                        \n",
+       "025L20A     2     0.0           2.0                         0.0\n",
+       "037K20A     1     1.0           0.0                         0.0"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'batchCodeTableExpected:'"
+      ]
+     },
+     "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",
+       "    </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>025L20A</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>037K20A</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         ADRs  DEATHS  DISABILITIES  LIFE THREATENING ILLNESSES\n",
+       "VAX_LOT                                                        \n",
+       "025L20A     2       0             2                           0\n",
+       "037K20A     1       1             0                           0"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ok\n",
+      "\n",
+      "----------------------------------------------------------------------\n",
+      "Ran 1 test in 0.180s\n",
+      "\n",
+      "OK\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<unittest.main.TestProgram at 0x7fb670669c10>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "unittest.main(argv = [''], verbosity = 2, exit = False)"
    ]