diff --git a/src/HowBadIsMyBatch.ipynb b/src/HowBadIsMyBatch.ipynb
index 737bc77aff8..0c5244e27df 100644
--- a/src/HowBadIsMyBatch.ipynb
+++ b/src/HowBadIsMyBatch.ipynb
@@ -168,151 +168,1039 @@
    ]
   },
   {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "2d93b511",
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "dc8fa52b",
    "metadata": {},
+   "outputs": [],
    "source": [
-    "# Vaccine Distribution by Zipcode"
+    "import pandas as pd\n",
+    "from CountriesByBatchcodeProvider import getCountriesByClickedBatchcode, getCountriesByBatchcodeBeforeDeletion"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "cfcbad44",
+   "execution_count": 2,
+   "id": "b01a5f94",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "b'Skipping line 9: expected 22 fields, saw 23\\n'\n"
+     ]
+    },
+    {
+     "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>Countries</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Clicked Batchcode</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>(not set)</th>\n",
+       "      <td>{Germany, Poland, United Kingdom, Australia, B...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FE6208</th>\n",
+       "      <td>{Germany, Poland, United Kingdom, Australia, B...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>039K20A</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN6201</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FD6840</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZTC540693</th>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZU5A21A</th>\n",
+       "      <td>{}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZZ3249</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>026L20A</th>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ÂK4244</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5392 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                           Countries\n",
+       "Clicked Batchcode                                                   \n",
+       "(not set)          {Germany, Poland, United Kingdom, Australia, B...\n",
+       "FE6208             {Germany, Poland, United Kingdom, Australia, B...\n",
+       "039K20A            {Sweden, United States, Spain, France, Austral...\n",
+       "EN6201             {Sweden, United States, Spain, France, Austral...\n",
+       "FD6840             {Sweden, United States, Spain, France, Austral...\n",
+       "...                                                              ...\n",
+       "ZTC540693                                            {United States}\n",
+       "ZU5A21A                                                           {}\n",
+       "ZZ3249                                                     {Hungary}\n",
+       "  026L20A                                            {United States}\n",
+       "ÂK4244                                                     {Hungary}\n",
+       "\n",
+       "[5392 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "vaccineDistributionByZipcode  = pd.read_excel(\n",
-    "        io = 'tmp/Amended-22-01962-Pfizer-2022-0426-pulled-2022-0823.xlsx',\n",
-    "        usecols = ['PROVIDER_NAME', 'ZIPCODE_SHP', 'LOT_NUMBER', 'DOSES_SHIPPED'],\n",
-    "        dtype = {'DOSES_SHIPPED': 'int'})\n",
-    "vaccineDistributionByZipcode"
+    "countriesByClickedBatchcode = getCountriesByClickedBatchcode()\n",
+    "countriesByClickedBatchcode"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "59c745d2",
+   "execution_count": 3,
+   "id": "521ee957",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "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>Countries</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAX_LOT</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6362737</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SCH2</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NO72A</th>\n",
+       "      <td>[Philippines]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EW096</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FS1926</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211221A</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2112D21A</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2114214</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211421A</th>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ø94F21A</th>\n",
+       "      <td>[Norway]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>47901 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Countries\n",
+       "VAX_LOT                  \n",
+       "6362737   [United States]\n",
+       "SCH2      [United States]\n",
+       "NO72A       [Philippines]\n",
+       "EW096     [United States]\n",
+       "FS1926    [United States]\n",
+       "...                   ...\n",
+       "211221A   [United States]\n",
+       "2112D21A  [United States]\n",
+       "2114214   [United States]\n",
+       "211421A   [United States]\n",
+       "Ø94F21A          [Norway]\n",
+       "\n",
+       "[47901 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "from VaccineDistributionByZipcodeSimplifier import VaccineDistributionByZipcodeSimplifier\n",
+    "countriesByBatchcodeBeforeDeletion = getCountriesByBatchcodeBeforeDeletion()\n",
+    "countriesByBatchcodeBeforeDeletion"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "c91d1b4d",
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Countries Clicked</th>\n",
+       "      <th>Countries Before Deletion</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAX_LOT</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>FE6208</th>\n",
+       "      <td>{Germany, Poland, United Kingdom, Australia, B...</td>\n",
+       "      <td>[Austria, Croatia, Czechia, Germany, Greece, H...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>039K20A</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN6201</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>[United Kingdom, United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FD6840</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>[Austria, Croatia, Cyprus, Czechia, Germany, G...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FF0680</th>\n",
+       "      <td>{Sweden, United States, Canada, Brazil, German...</td>\n",
+       "      <td>[Austria, Croatia, Czechia, Finland, France, G...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZTC540693</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZU5A21A</th>\n",
+       "      <td>{}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZZ3249</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>026L20A</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ÂK4244</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>[United Kingdom]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5188 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           Countries Clicked  \\\n",
+       "VAX_LOT                                                        \n",
+       "FE6208     {Germany, Poland, United Kingdom, Australia, B...   \n",
+       "039K20A    {Sweden, United States, Spain, France, Austral...   \n",
+       "EN6201     {Sweden, United States, Spain, France, Austral...   \n",
+       "FD6840     {Sweden, United States, Spain, France, Austral...   \n",
+       "FF0680     {Sweden, United States, Canada, Brazil, German...   \n",
+       "...                                                      ...   \n",
+       "ZTC540693                                    {United States}   \n",
+       "ZU5A21A                                                   {}   \n",
+       "ZZ3249                                             {Hungary}   \n",
+       "  026L20A                                    {United States}   \n",
+       "ÂK4244                                             {Hungary}   \n",
+       "\n",
+       "                                   Countries Before Deletion  \n",
+       "VAX_LOT                                                       \n",
+       "FE6208     [Austria, Croatia, Czechia, Germany, Greece, H...  \n",
+       "039K20A                                      [United States]  \n",
+       "EN6201                       [United Kingdom, United States]  \n",
+       "FD6840     [Austria, Croatia, Cyprus, Czechia, Germany, G...  \n",
+       "FF0680     [Austria, Croatia, Czechia, Finland, France, G...  \n",
+       "...                                                      ...  \n",
+       "ZTC540693                                    [United States]  \n",
+       "ZU5A21A                                      [United States]  \n",
+       "ZZ3249                                       [United States]  \n",
+       "  026L20A                                    [United States]  \n",
+       "ÂK4244                                      [United Kingdom]  \n",
+       "\n",
+       "[5188 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res = pd.merge(\n",
+    "    countriesByClickedBatchcode,\n",
+    "    countriesByBatchcodeBeforeDeletion,\n",
+    "    how = 'inner',\n",
+    "    left_index = True,\n",
+    "    right_index = True,\n",
+    "    suffixes=(' Clicked', ' Before Deletion'))\n",
+    "res.index.name = 'VAX_LOT'\n",
+    "res"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "df6e5ef1",
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Countries Clicked</th>\n",
+       "      <th>Countries Before Deletion</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAX_LOT</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>FE6208</th>\n",
+       "      <td>{Germany, Poland, United Kingdom, Australia, B...</td>\n",
+       "      <td>{Lithuania, Spain, Czechia, Greece, Germany, A...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>039K20A</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN6201</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{United Kingdom, United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FD6840</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{Lithuania, Cyprus, Czechia, Greece, Germany, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FF0680</th>\n",
+       "      <td>{Sweden, United States, Canada, Brazil, German...</td>\n",
+       "      <td>{Portugal, Sweden, Czechia, France, Finland, G...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZTC540693</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZU5A21A</th>\n",
+       "      <td>{}</td>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZZ3249</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>026L20A</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ÂK4244</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>{United Kingdom}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5188 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           Countries Clicked  \\\n",
+       "VAX_LOT                                                        \n",
+       "FE6208     {Germany, Poland, United Kingdom, Australia, B...   \n",
+       "039K20A    {Sweden, United States, Spain, France, Austral...   \n",
+       "EN6201     {Sweden, United States, Spain, France, Austral...   \n",
+       "FD6840     {Sweden, United States, Spain, France, Austral...   \n",
+       "FF0680     {Sweden, United States, Canada, Brazil, German...   \n",
+       "...                                                      ...   \n",
+       "ZTC540693                                    {United States}   \n",
+       "ZU5A21A                                                   {}   \n",
+       "ZZ3249                                             {Hungary}   \n",
+       "  026L20A                                    {United States}   \n",
+       "ÂK4244                                             {Hungary}   \n",
+       "\n",
+       "                                   Countries Before Deletion  \n",
+       "VAX_LOT                                                       \n",
+       "FE6208     {Lithuania, Spain, Czechia, Greece, Germany, A...  \n",
+       "039K20A                                      {United States}  \n",
+       "EN6201                       {United Kingdom, United States}  \n",
+       "FD6840     {Lithuania, Cyprus, Czechia, Greece, Germany, ...  \n",
+       "FF0680     {Portugal, Sweden, Czechia, France, Finland, G...  \n",
+       "...                                                      ...  \n",
+       "ZTC540693                                    {United States}  \n",
+       "ZU5A21A                                      {United States}  \n",
+       "ZZ3249                                       {United States}  \n",
+       "  026L20A                                    {United States}  \n",
+       "ÂK4244                                      {United Kingdom}  \n",
+       "\n",
+       "[5188 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res['Countries Before Deletion'] = res['Countries Before Deletion'].map(set)\n",
+    "res"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "62d68836",
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Countries Clicked</th>\n",
+       "      <th>Countries Before Deletion</th>\n",
+       "      <th>Countries Intersection</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAX_LOT</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>FE6208</th>\n",
+       "      <td>{Germany, Poland, United Kingdom, Australia, B...</td>\n",
+       "      <td>{Lithuania, Spain, Czechia, Greece, Germany, A...</td>\n",
+       "      <td>[Austria, Germany, Hungary, Spain, Sweden, Uni...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>039K20A</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN6201</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{United Kingdom, United States}</td>\n",
+       "      <td>[United Kingdom, United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FD6840</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{Lithuania, Cyprus, Czechia, Greece, Germany, ...</td>\n",
+       "      <td>[Austria, Germany, Hungary, Sweden, United Kin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FF0680</th>\n",
+       "      <td>{Sweden, United States, Canada, Brazil, German...</td>\n",
+       "      <td>{Portugal, Sweden, Czechia, France, Finland, G...</td>\n",
+       "      <td>[Austria, Germany, Hungary, Italy, Netherlands...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZTC540693</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZU5A21A</th>\n",
+       "      <td>{}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZZ3249</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>026L20A</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ÂK4244</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>{United Kingdom}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5188 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           Countries Clicked  \\\n",
+       "VAX_LOT                                                        \n",
+       "FE6208     {Germany, Poland, United Kingdom, Australia, B...   \n",
+       "039K20A    {Sweden, United States, Spain, France, Austral...   \n",
+       "EN6201     {Sweden, United States, Spain, France, Austral...   \n",
+       "FD6840     {Sweden, United States, Spain, France, Austral...   \n",
+       "FF0680     {Sweden, United States, Canada, Brazil, German...   \n",
+       "...                                                      ...   \n",
+       "ZTC540693                                    {United States}   \n",
+       "ZU5A21A                                                   {}   \n",
+       "ZZ3249                                             {Hungary}   \n",
+       "  026L20A                                    {United States}   \n",
+       "ÂK4244                                             {Hungary}   \n",
+       "\n",
+       "                                   Countries Before Deletion  \\\n",
+       "VAX_LOT                                                        \n",
+       "FE6208     {Lithuania, Spain, Czechia, Greece, Germany, A...   \n",
+       "039K20A                                      {United States}   \n",
+       "EN6201                       {United Kingdom, United States}   \n",
+       "FD6840     {Lithuania, Cyprus, Czechia, Greece, Germany, ...   \n",
+       "FF0680     {Portugal, Sweden, Czechia, France, Finland, G...   \n",
+       "...                                                      ...   \n",
+       "ZTC540693                                    {United States}   \n",
+       "ZU5A21A                                      {United States}   \n",
+       "ZZ3249                                       {United States}   \n",
+       "  026L20A                                    {United States}   \n",
+       "ÂK4244                                      {United Kingdom}   \n",
+       "\n",
+       "                                      Countries Intersection  \n",
+       "VAX_LOT                                                       \n",
+       "FE6208     [Austria, Germany, Hungary, Spain, Sweden, Uni...  \n",
+       "039K20A                                      [United States]  \n",
+       "EN6201                       [United Kingdom, United States]  \n",
+       "FD6840     [Austria, Germany, Hungary, Sweden, United Kin...  \n",
+       "FF0680     [Austria, Germany, Hungary, Italy, Netherlands...  \n",
+       "...                                                      ...  \n",
+       "ZTC540693                                    [United States]  \n",
+       "ZU5A21A                                                   []  \n",
+       "ZZ3249                                                    []  \n",
+       "  026L20A                                    [United States]  \n",
+       "ÂK4244                                                    []  \n",
+       "\n",
+       "[5188 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def intersect(series):\n",
+    "    return sorted(set.intersection(*series))\n",
     "\n",
-    "vaccineDistributionByZipcode = VaccineDistributionByZipcodeSimplifier.sumDoses(vaccineDistributionByZipcode)\n",
-    "vaccineDistributionByZipcode"
+    "res['Countries Intersection'] = res.apply(intersect, axis = 'columns')\n",
+    "res"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "8cd250f7",
+   "execution_count": 46,
+   "id": "a700cb34",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "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>Countries Clicked</th>\n",
+       "      <th>Countries Before Deletion</th>\n",
+       "      <th>Countries Intersection</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAX_LOT</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>FH3253</th>\n",
+       "      <td>{Australia, Malaysia}</td>\n",
+       "      <td>{Austria, Switzerland, Belgium}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FE2090</th>\n",
+       "      <td>{United Kingdom, Australia, Germany}</td>\n",
+       "      <td>{Estonia, Spain, France, Denmark, South Africa...</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FF0884</th>\n",
+       "      <td>{Australia, Malaysia, Japan}</td>\n",
+       "      <td>{Ireland, Denmark}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FG2872</th>\n",
+       "      <td>{Malaysia, Brazil}</td>\n",
+       "      <td>{Georgia, United States, Israel}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FG3716</th>\n",
+       "      <td>{Australia, Italy, Malaysia}</td>\n",
+       "      <td>{Estonia, Spain, France, Norway, Austria, Denm...</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YFL8095</th>\n",
+       "      <td>{Japan}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Z07AZ1A</th>\n",
+       "      <td>{Brazil}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZU5A21A</th>\n",
+       "      <td>{}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZZ3249</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ÂK4244</th>\n",
+       "      <td>{Hungary}</td>\n",
+       "      <td>{United Kingdom}</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1345 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Countries Clicked  \\\n",
+       "VAX_LOT                                         \n",
+       "FH3253                  {Australia, Malaysia}   \n",
+       "FE2090   {United Kingdom, Australia, Germany}   \n",
+       "FF0884           {Australia, Malaysia, Japan}   \n",
+       "FG2872                     {Malaysia, Brazil}   \n",
+       "FG3716           {Australia, Italy, Malaysia}   \n",
+       "...                                       ...   \n",
+       "YFL8095                               {Japan}   \n",
+       "Z07AZ1A                              {Brazil}   \n",
+       "ZU5A21A                                    {}   \n",
+       "ZZ3249                              {Hungary}   \n",
+       "ÂK4244                              {Hungary}   \n",
+       "\n",
+       "                                 Countries Before Deletion  \\\n",
+       "VAX_LOT                                                      \n",
+       "FH3253                     {Austria, Switzerland, Belgium}   \n",
+       "FE2090   {Estonia, Spain, France, Denmark, South Africa...   \n",
+       "FF0884                                  {Ireland, Denmark}   \n",
+       "FG2872                    {Georgia, United States, Israel}   \n",
+       "FG3716   {Estonia, Spain, France, Norway, Austria, Denm...   \n",
+       "...                                                    ...   \n",
+       "YFL8095                                    {United States}   \n",
+       "Z07AZ1A                                    {United States}   \n",
+       "ZU5A21A                                    {United States}   \n",
+       "ZZ3249                                     {United States}   \n",
+       "ÂK4244                                    {United Kingdom}   \n",
+       "\n",
+       "        Countries Intersection  \n",
+       "VAX_LOT                         \n",
+       "FH3253                      []  \n",
+       "FE2090                      []  \n",
+       "FF0884                      []  \n",
+       "FG2872                      []  \n",
+       "FG3716                      []  \n",
+       "...                        ...  \n",
+       "YFL8095                     []  \n",
+       "Z07AZ1A                     []  \n",
+       "ZU5A21A                     []  \n",
+       "ZZ3249                      []  \n",
+       "ÂK4244                      []  \n",
+       "\n",
+       "[1345 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "OVERALL_DOSES_SHIPPED_by_LOT_NUMBER = vaccineDistributionByZipcode.groupby('LOT_NUMBER').agg(OVERALL_DOSES_SHIPPED = pd.NamedAgg(column = 'DOSES_SHIPPED', aggfunc = sum))\n",
-    "OVERALL_DOSES_SHIPPED_by_LOT_NUMBER"
+    "res[res['Countries Intersection'].apply(lambda s: len(s) == 0)]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "1a5667be",
+   "execution_count": 50,
+   "id": "8fcb32f0",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "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>Countries Clicked</th>\n",
+       "      <th>Countries Before Deletion</th>\n",
+       "      <th>Countries Intersection</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VAX_LOT</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>FE6208</th>\n",
+       "      <td>{Germany, Poland, United Kingdom, Australia, B...</td>\n",
+       "      <td>{Lithuania, Spain, Czechia, Greece, Germany, A...</td>\n",
+       "      <td>[Austria, Germany, Hungary, Spain, Sweden, Uni...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>039K20A</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EN6201</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{United Kingdom, United States}</td>\n",
+       "      <td>[United Kingdom, United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FD6840</th>\n",
+       "      <td>{Sweden, United States, Spain, France, Austral...</td>\n",
+       "      <td>{Lithuania, Cyprus, Czechia, Greece, Germany, ...</td>\n",
+       "      <td>[Austria, Germany, Hungary, Sweden, United Kin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FF0680</th>\n",
+       "      <td>{Sweden, United States, Canada, Brazil, German...</td>\n",
+       "      <td>{Portugal, Sweden, Czechia, France, Finland, G...</td>\n",
+       "      <td>[Austria, Germany, Hungary, Italy, Netherlands...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>XXXXXX</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>XYZ98765</th>\n",
+       "      <td>{Germany}</td>\n",
+       "      <td>{Germany}</td>\n",
+       "      <td>[Germany]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Z01AZ1A</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZTC540693</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>026L20A</th>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>{United States}</td>\n",
+       "      <td>[United States]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3843 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           Countries Clicked  \\\n",
+       "VAX_LOT                                                        \n",
+       "FE6208     {Germany, Poland, United Kingdom, Australia, B...   \n",
+       "039K20A    {Sweden, United States, Spain, France, Austral...   \n",
+       "EN6201     {Sweden, United States, Spain, France, Austral...   \n",
+       "FD6840     {Sweden, United States, Spain, France, Austral...   \n",
+       "FF0680     {Sweden, United States, Canada, Brazil, German...   \n",
+       "...                                                      ...   \n",
+       "XXXXXX                                       {United States}   \n",
+       "XYZ98765                                           {Germany}   \n",
+       "Z01AZ1A                                      {United States}   \n",
+       "ZTC540693                                    {United States}   \n",
+       "  026L20A                                    {United States}   \n",
+       "\n",
+       "                                   Countries Before Deletion  \\\n",
+       "VAX_LOT                                                        \n",
+       "FE6208     {Lithuania, Spain, Czechia, Greece, Germany, A...   \n",
+       "039K20A                                      {United States}   \n",
+       "EN6201                       {United Kingdom, United States}   \n",
+       "FD6840     {Lithuania, Cyprus, Czechia, Greece, Germany, ...   \n",
+       "FF0680     {Portugal, Sweden, Czechia, France, Finland, G...   \n",
+       "...                                                      ...   \n",
+       "XXXXXX                                       {United States}   \n",
+       "XYZ98765                                           {Germany}   \n",
+       "Z01AZ1A                                      {United States}   \n",
+       "ZTC540693                                    {United States}   \n",
+       "  026L20A                                    {United States}   \n",
+       "\n",
+       "                                      Countries Intersection  \n",
+       "VAX_LOT                                                       \n",
+       "FE6208     [Austria, Germany, Hungary, Spain, Sweden, Uni...  \n",
+       "039K20A                                      [United States]  \n",
+       "EN6201                       [United Kingdom, United States]  \n",
+       "FD6840     [Austria, Germany, Hungary, Sweden, United Kin...  \n",
+       "FF0680     [Austria, Germany, Hungary, Italy, Netherlands...  \n",
+       "...                                                      ...  \n",
+       "XXXXXX                                       [United States]  \n",
+       "XYZ98765                                           [Germany]  \n",
+       "Z01AZ1A                                      [United States]  \n",
+       "ZTC540693                                    [United States]  \n",
+       "  026L20A                                    [United States]  \n",
+       "\n",
+       "[3843 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "from OVERALL_DOSES_SHIPPEDColumnAdder import OVERALL_DOSES_SHIPPEDColumnAdder\n",
-    "\n",
-    "vaccineDistributionByZipcode = OVERALL_DOSES_SHIPPEDColumnAdder(OVERALL_DOSES_SHIPPED_by_LOT_NUMBER).addColumn(vaccineDistributionByZipcode)\n",
-    "vaccineDistributionByZipcode"
+    "res[res['Countries Intersection'].apply(lambda s: len(s) != 0)]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "f77505c6",
+   "execution_count": 44,
+   "id": "7750d699",
    "metadata": {},
    "outputs": [],
    "source": [
-    "from ADR_by_Batchcode_Table_Factory import create_ADR_by_Batchcode_Table_4USA\n",
-    "\n",
-    "ADR_by_Batchcode_Table_4USA = create_ADR_by_Batchcode_Table_4USA(internationalVaersCovid19)\n",
-    "ADR_by_Batchcode_Table_4USA"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "99120c77",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from ADRColumnAdder import ADRColumnAdder\n",
-    "\n",
-    "vaccineDistributionByZipcode = ADRColumnAdder(ADR_by_Batchcode_Table_4USA).addADRColumn(vaccineDistributionByZipcode)\n",
-    "vaccineDistributionByZipcode"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3276cce7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "vaccineDistributionByZipcode['Statistical Number of Adverse Reaction Reports'] = (vaccineDistributionByZipcode['DOSES_SHIPPED'] / vaccineDistributionByZipcode['OVERALL_DOSES_SHIPPED'] * vaccineDistributionByZipcode['Adverse Reaction Reports']).round(2)\n",
-    "vaccineDistributionByZipcode['Statistical Number of Adverse Reaction Reports (per 100,000)'] = (vaccineDistributionByZipcode['DOSES_SHIPPED'] / vaccineDistributionByZipcode['OVERALL_DOSES_SHIPPED'] * 100000).round().astype(int)\n",
-    "vaccineDistributionByZipcode"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "10cf731f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "vaccineDistributionByZipcode = vaccineDistributionByZipcode[['PROVIDER_NAME', 'ZIPCODE_SHP', 'LOT_NUMBER', 'DOSES_SHIPPED', 'Statistical Number of Adverse Reaction Reports', 'Statistical Number of Adverse Reaction Reports (per 100,000)']]\n",
-    "vaccineDistributionByZipcode"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0c2020e9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "vaccineDistributionByZipcode = vaccineDistributionByZipcode.rename(\n",
-    "    columns = {\n",
-    "        'PROVIDER_NAME': 'Provider',\n",
-    "        'ZIPCODE_SHP': 'ZIP Code',\n",
-    "        'LOT_NUMBER': 'Lot Number',\n",
-    "        'DOSES_SHIPPED': 'Doses Shipped'\n",
-    "    })\n",
-    "vaccineDistributionByZipcode"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f68c72d0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# vaccineDistributionByZipcode.to_excel('tmp/Amended-22-01962-Pfizer-2022-0426-pulled-2022-0823_sumDoses.xlsx')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9b8f0b6e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from IOUtils import IOUtils\n",
-    "\n",
-    "IOUtils.saveDataFrameAsJson(vaccineDistributionByZipcode, '../docs/data/vaccineDistributionByZipcode/VaccineDistributionByZipcode.json')"
+    "res.to_excel('tmp/res.xlsx')"
    ]
   }
  ],