{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "pd.set_option('display.max_rows', 100)\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "233bc590",
   "metadata": {},
   "outputs": [],
   "source": [
    "def createDataFrame(dataDir, manufacturer):\n",
    "    def read_csv(file, usecols):\n",
    "        return pd.read_csv(file, index_col = 'VAERS_ID', encoding = 'latin1', low_memory = False, usecols = usecols)\n",
    "\n",
    "    def createDataFrameForYear(year):\n",
    "        folder = dataDir + \"/\" + year + \"VAERSData/\"\n",
    "        return pd.merge(\n",
    "            read_csv(folder + year + \"VAERSDATA.csv\", ['VAERS_ID', 'DIED', 'L_THREAT', 'DISABLE']),\n",
    "            read_csv(folder + year + \"VAERSVAX.csv\", ['VAERS_ID', 'VAX_TYPE', 'VAX_MANU', 'VAX_LOT']),\n",
    "            left_index = True,\n",
    "            right_index = True)\n",
    "\n",
    "    df = pd.concat([createDataFrameForYear(\"2021\"), createDataFrameForYear(\"2022\")])\n",
    "    return df[(df[\"VAX_TYPE\"] == \"COVID19\") & (df[\"VAX_MANU\"] == manufacturer)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "99945ca8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def createBatchCodeTable(df):\n",
    "    def filter(df, col):\n",
    "        return df[df[col] == 'Y'][['VAX_LOT']]\n",
    "\n",
    "    batchCodeTableDict = {\n",
    "        'ADRs': df[['VAX_LOT']].value_counts(),\n",
    "        'DEATHS': filter(df, 'DIED').value_counts(),\n",
    "        'DISABILITIES': filter(df, 'DISABLE').value_counts(),\n",
    "        'LIFE THREATENING ILLNESSES': filter(df, 'L_THREAT').value_counts()\n",
    "    }\n",
    "    return pd.concat(batchCodeTableDict, axis = 1).replace(to_replace = np.nan, value = 0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "86e0e4f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def saveBatchCodeTable(manufacturer, excelFile):\n",
    "    batchCodeTable = createBatchCodeTable(createDataFrame(\"VAERS\", manufacturer))\n",
    "    display(manufacturer, batchCodeTable)\n",
    "    batchCodeTable.to_excel(excelFile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ab170c16",
   "metadata": {},
   "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"
    },
    {
     "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"
    },
    {
     "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"
    }
   ],
   "source": [
    "saveBatchCodeTable(\"MODERNA\", \"results/moderna.xlsx\")\n",
    "saveBatchCodeTable(\"PFIZER\\BIONTECH\", \"results/pfizer.xlsx\")\n",
    "saveBatchCodeTable(\"JANSSEN\", \"results/janssen.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9f506ac8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import unittest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e14465d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas.testing import assert_frame_equal\n",
    "\n",
    "\n",
    "class HowBadIsMyBatchTest(unittest.TestCase):\n",
    "\n",
    "    def test_createBatchCodeTable(self):\n",
    "        # Given\n",
    "        dataFrame = createDataFrame(\"test/VAERS\", \"MODERNA\")\n",
    "        display(\"dataFrame:\", dataFrame)\n",
    "\n",
    "        # When\n",
    "        batchCodeTable = createBatchCodeTable(dataFrame)\n",
    "        display(\"batchCodeTable:\", batchCodeTable)\n",
    "\n",
    "        # Then\n",
    "        batchCodeTableExpected = pd.DataFrame(\n",
    "            {\n",
    "                'ADRs': [2, 1],\n",
    "                'DEATHS': [0, 1],\n",
    "                'DISABILITIES': [2, 0],\n",
    "                'LIFE THREATENING ILLNESSES': [0, 0]\n",
    "            },\n",
    "            index = pd.MultiIndex.from_arrays([['025L20A', '037K20A']], names = ('VAX_LOT',)))\n",
    "        display(\"batchCodeTableExpected:\", batchCodeTableExpected)\n",
    "        assert_frame_equal(batchCodeTable, batchCodeTableExpected, check_dtype = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef8f99c4",
   "metadata": {},
   "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 0.220s\n",
      "\n",
      "OK\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<unittest.main.TestProgram at 0x7f43a862bbe0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unittest.main(argv = [''], verbosity = 2, exit = False)"
   ]
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}