diff --git a/src/HowBadIsMyBatch.ipynb b/src/HowBadIsMyBatch.ipynb
index e8ea731aa03..aa2a761a9b7 100644
--- a/src/HowBadIsMyBatch.ipynb
+++ b/src/HowBadIsMyBatch.ipynb
@@ -2,19 +2,10 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2023-10-03 00:48:04.102691: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE4.1 SSE4.2 AVX AVX2 FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from CountryCountsByBatchcodeTable2BarChartDescriptionTableConverter import CountryCountsByBatchcodeTable2BarChartDescriptionTableConverter\n",
     "from JensenShannonDistance2BarChartDescriptionColumnAdder import JensenShannonDistance2BarChartDescriptionColumnAdder\n",
@@ -31,6 +22,7 @@
     "from CountryColumnsMerger import CountryColumnsMerger\n",
     "from datetime import datetime\n",
     "from VAERSFileDownloader import updateVAERSFiles\n",
+    "from GoogleAnalytics.RegionCountsByBatchcodeTablesMerger import RegionCountsByBatchcodeTablesMerger\n",
     "from IOUtils import IOUtils\n",
     "import os\n",
     "import pandas as pd\n",
@@ -41,38 +33,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "d1e4fa9e",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "03.10.2023, 00:48:07 Uhr\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(datetime.now().strftime(\"%d.%m.%Y, %H:%M:%S Uhr\"))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "ffad1c04",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "          lastUpdated: 2023-09-29 00:00:00\n",
-      "lastUpdatedDataSource: 2023-09-29 00:00:00\n",
-      "needsUpdate: False\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "dateProvider = DateProvider()\n",
     "print('          lastUpdated:', dateProvider.getLastUpdated())\n",
@@ -83,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "194b7357",
    "metadata": {},
    "outputs": [],
@@ -105,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "58333a19",
    "metadata": {},
    "outputs": [],
@@ -115,649 +89,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "f10b558f",
    "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>VAX_TYPE</th>\n",
-       "      <th>VAX_MANU</th>\n",
-       "      <th>VAX_LOT</th>\n",
-       "      <th>VAX_DOSE_SERIES</th>\n",
-       "      <th>COUNTRY</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",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>902418</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902440</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH 9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902446</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902464</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>UNK</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902465</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684965</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>HD9835</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684975</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>216C45</td>\n",
-       "      <td>3</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684979</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>037A22B</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684982</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>3004675</td>\n",
-       "      <td>3</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684990</th>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>NDC:80777-0102-</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1076871 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         VAX_TYPE         VAX_MANU          VAX_LOT VAX_DOSE_SERIES COUNTRY\n",
-       "VAERS_ID                                                                   \n",
-       "902418    COVID19  PFIZER\\BIONTECH           EH9899               1    <NA>\n",
-       "902440    COVID19  PFIZER\\BIONTECH          EH 9899               1    <NA>\n",
-       "902446    COVID19  PFIZER\\BIONTECH           EH9899               1    <NA>\n",
-       "902464    COVID19  PFIZER\\BIONTECH           EH9899             UNK    <NA>\n",
-       "902465    COVID19  PFIZER\\BIONTECH           EH9899               1    <NA>\n",
-       "...           ...              ...              ...             ...     ...\n",
-       "2684965   COVID19  PFIZER\\BIONTECH           HD9835               1    <NA>\n",
-       "2684975   COVID19          MODERNA           216C45               3    <NA>\n",
-       "2684979   COVID19          MODERNA          037A22B               1    <NA>\n",
-       "2684982   COVID19          MODERNA          3004675               3    <NA>\n",
-       "2684990   COVID19          MODERNA  NDC:80777-0102-               1    <NA>\n",
-       "\n",
-       "[1076871 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "international_VAERSVAX_Covid19\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "3e0908fe",
    "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>SYMPTOM1</th>\n",
-       "      <th>SYMPTOM2</th>\n",
-       "      <th>SYMPTOM3</th>\n",
-       "      <th>SYMPTOM4</th>\n",
-       "      <th>SYMPTOM5</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",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>855017</th>\n",
-       "      <td>Arthralgia</td>\n",
-       "      <td>Chills</td>\n",
-       "      <td>Injection site pain</td>\n",
-       "      <td>Pyrexia</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>855018</th>\n",
-       "      <td>Chills</td>\n",
-       "      <td>Fatigue</td>\n",
-       "      <td>Hypertension</td>\n",
-       "      <td>Hypoaesthesia</td>\n",
-       "      <td>Injected limb mobility decreased</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>855018</th>\n",
-       "      <td>Muscular weakness</td>\n",
-       "      <td>Pain in extremity</td>\n",
-       "      <td>Pyrexia</td>\n",
-       "      <td>Tremor</td>\n",
-       "      <td>Vertigo</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>855019</th>\n",
-       "      <td>Pain</td>\n",
-       "      <td>Pruritus</td>\n",
-       "      <td>Rash</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>855020</th>\n",
-       "      <td>Chills</td>\n",
-       "      <td>Influenza like illness</td>\n",
-       "      <td>Myalgia</td>\n",
-       "      <td>Pain in extremity</td>\n",
-       "      <td>Pyrexia</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684975</th>\n",
-       "      <td>Haemodynamic test</td>\n",
-       "      <td>Hypoaesthesia</td>\n",
-       "      <td>Laboratory test</td>\n",
-       "      <td>Magnetic resonance imaging abdominal</td>\n",
-       "      <td>Magnetic resonance imaging thoracic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684975</th>\n",
-       "      <td>Nervous system disorder</td>\n",
-       "      <td>Rash macular</td>\n",
-       "      <td>Renal cyst</td>\n",
-       "      <td>Respiratory distress</td>\n",
-       "      <td>Respiratory failure</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684975</th>\n",
-       "      <td>Vomiting</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684982</th>\n",
-       "      <td>Anaemia macrocytic</td>\n",
-       "      <td>Blood magnesium</td>\n",
-       "      <td>Hypercalcaemia</td>\n",
-       "      <td>Hypomagnesaemia</td>\n",
-       "      <td>Magnesium deficiency</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684982</th>\n",
-       "      <td>Nerve injury</td>\n",
-       "      <td>Paraesthesia</td>\n",
-       "      <td>SARS-CoV-2 test</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2584689 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         SYMPTOM1                SYMPTOM2  \\\n",
-       "VAERS_ID                                                    \n",
-       "855017                 Arthralgia                  Chills   \n",
-       "855018                     Chills                 Fatigue   \n",
-       "855018          Muscular weakness       Pain in extremity   \n",
-       "855019                       Pain                Pruritus   \n",
-       "855020                     Chills  Influenza like illness   \n",
-       "...                           ...                     ...   \n",
-       "2684975         Haemodynamic test           Hypoaesthesia   \n",
-       "2684975   Nervous system disorder            Rash macular   \n",
-       "2684975                  Vomiting                     NaN   \n",
-       "2684982        Anaemia macrocytic         Blood magnesium   \n",
-       "2684982              Nerve injury            Paraesthesia   \n",
-       "\n",
-       "                     SYMPTOM3                              SYMPTOM4  \\\n",
-       "VAERS_ID                                                              \n",
-       "855017    Injection site pain                               Pyrexia   \n",
-       "855018           Hypertension                         Hypoaesthesia   \n",
-       "855018                Pyrexia                                Tremor   \n",
-       "855019                   Rash                                   NaN   \n",
-       "855020                Myalgia                     Pain in extremity   \n",
-       "...                       ...                                   ...   \n",
-       "2684975       Laboratory test  Magnetic resonance imaging abdominal   \n",
-       "2684975            Renal cyst                  Respiratory distress   \n",
-       "2684975                   NaN                                   NaN   \n",
-       "2684982        Hypercalcaemia                       Hypomagnesaemia   \n",
-       "2684982       SARS-CoV-2 test                                   NaN   \n",
-       "\n",
-       "                                     SYMPTOM5  \n",
-       "VAERS_ID                                       \n",
-       "855017                                    NaN  \n",
-       "855018       Injected limb mobility decreased  \n",
-       "855018                                Vertigo  \n",
-       "855019                                    NaN  \n",
-       "855020                                Pyrexia  \n",
-       "...                                       ...  \n",
-       "2684975   Magnetic resonance imaging thoracic  \n",
-       "2684975                   Respiratory failure  \n",
-       "2684975                                   NaN  \n",
-       "2684982                  Magnesium deficiency  \n",
-       "2684982                                   NaN  \n",
-       "\n",
-       "[2584689 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "international_VAERSSYMPTOMS\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "781ac80e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\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>RECVDATE</th>\n",
-       "      <th>DIED</th>\n",
-       "      <th>L_THREAT</th>\n",
-       "      <th>ER_VISIT</th>\n",
-       "      <th>HOSPITAL</th>\n",
-       "      <th>DISABLE</th>\n",
-       "      <th>SPLTTYPE</th>\n",
-       "      <th>VAX_TYPE</th>\n",
-       "      <th>VAX_MANU</th>\n",
-       "      <th>VAX_LOT</th>\n",
-       "      <th>VAX_DOSE_SERIES</th>\n",
-       "      <th>COUNTRY</th>\n",
-       "      <th>SEVERE</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",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>902418</th>\n",
-       "      <td>2020-12-15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902440</th>\n",
-       "      <td>2020-12-15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH 9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902446</th>\n",
-       "      <td>2020-12-15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902464</th>\n",
-       "      <td>2020-12-15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>UNK</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902465</th>\n",
-       "      <td>2020-12-15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>1</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>2684915</th>\n",
-       "      <td>2023-09-21</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NZPFIZER INCPV20230015804</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>New Zealand</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684916</th>\n",
-       "      <td>2023-09-21</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NZPFIZER INCPV20230015804</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>New Zealand</td>\n",
-       "      <td>0</td>\n",
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-       "    <tr>\n",
-       "      <th>2684919</th>\n",
-       "      <td>2023-09-21</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>FA4632</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684975</th>\n",
-       "      <td>2023-09-22</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>216C45</td>\n",
-       "      <td>3</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
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-       "    <tr>\n",
-       "      <th>2684982</th>\n",
-       "      <td>2023-09-22</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>3004675</td>\n",
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-       "      <td>&lt;NA&gt;</td>\n",
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-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1596698 rows × 13 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           RECVDATE  DIED  L_THREAT  ER_VISIT  HOSPITAL  DISABLE  \\\n",
-       "VAERS_ID                                                           \n",
-       "902418   2020-12-15     0         0         0         0        0   \n",
-       "902440   2020-12-15     0         0         0         0        0   \n",
-       "902446   2020-12-15     0         0         0         0        0   \n",
-       "902464   2020-12-15     0         0         0         0        0   \n",
-       "902465   2020-12-15     0         0         0         0        0   \n",
-       "...             ...   ...       ...       ...       ...      ...   \n",
-       "2684915  2023-09-21     0         1         0         1        0   \n",
-       "2684916  2023-09-21     0         0         0         1        0   \n",
-       "2684919  2023-09-21     0         0         0         0        1   \n",
-       "2684975  2023-09-22     0         0         0         0        0   \n",
-       "2684982  2023-09-22     0         0         0         1        0   \n",
-       "\n",
-       "                           SPLTTYPE VAX_TYPE         VAX_MANU  VAX_LOT  \\\n",
-       "VAERS_ID                                                                 \n",
-       "902418                          NaN  COVID19  PFIZER\\BIONTECH   EH9899   \n",
-       "902440                          NaN  COVID19  PFIZER\\BIONTECH  EH 9899   \n",
-       "902446                          NaN  COVID19  PFIZER\\BIONTECH   EH9899   \n",
-       "902464                          NaN  COVID19  PFIZER\\BIONTECH   EH9899   \n",
-       "902465                          NaN  COVID19  PFIZER\\BIONTECH   EH9899   \n",
-       "...                             ...      ...              ...      ...   \n",
-       "2684915   NZPFIZER INCPV20230015804  COVID19  PFIZER\\BIONTECH     <NA>   \n",
-       "2684916   NZPFIZER INCPV20230015804  COVID19  PFIZER\\BIONTECH     <NA>   \n",
-       "2684919                         NaN  COVID19  PFIZER\\BIONTECH   FA4632   \n",
-       "2684975                         NaN  COVID19          MODERNA   216C45   \n",
-       "2684982                         NaN  COVID19          MODERNA  3004675   \n",
-       "\n",
-       "         VAX_DOSE_SERIES        COUNTRY  SEVERE  \n",
-       "VAERS_ID                                         \n",
-       "902418                 1  United States       0  \n",
-       "902440                 1  United States       0  \n",
-       "902446                 1  United States       0  \n",
-       "902464               UNK  United States       0  \n",
-       "902465                 1  United States       0  \n",
-       "...                  ...            ...     ...  \n",
-       "2684915                1    New Zealand       1  \n",
-       "2684916                1    New Zealand       0  \n",
-       "2684919                1           <NA>       1  \n",
-       "2684975                3           <NA>       0  \n",
-       "2684982                3           <NA>       0  \n",
-       "\n",
-       "[1596698 rows x 13 columns]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "internationalVaersCovid19 = getInternationalVaersCovid19(dataDir = 'VAERS', years = years_from_start_of_COVID_vaccination_to_present)\n",
     "internationalVaersCovid19"
@@ -765,295 +120,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "29366235",
    "metadata": {},
-   "outputs": [
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>RECVDATE</th>\n",
-       "      <th>DIED</th>\n",
-       "      <th>L_THREAT</th>\n",
-       "      <th>ER_VISIT</th>\n",
-       "      <th>HOSPITAL</th>\n",
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-       "      <td>2020-12-15</td>\n",
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-       "      <td>EH 9899</td>\n",
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-       "      <td>0</td>\n",
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-       "      <th>902446</th>\n",
-       "      <td>2020-12-15</td>\n",
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-       "      <td>0</td>\n",
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-       "      <th>902464</th>\n",
-       "      <td>2020-12-15</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>PFIZER\\BIONTECH</td>\n",
-       "      <td>EH9899</td>\n",
-       "      <td>UNK</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United States</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>902465</th>\n",
-       "      <td>2020-12-15</td>\n",
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-       "      <th>2684975</th>\n",
-       "      <td>2023-09-22</td>\n",
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-       "      <td>216C45</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
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-       "    <tr>\n",
-       "      <th>2684979</th>\n",
-       "      <td>2023-09-22</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>MODERNA</td>\n",
-       "      <td>037A22B</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>United States</td>\n",
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-       "    <tr>\n",
-       "      <th>2684982</th>\n",
-       "      <td>2023-09-22</td>\n",
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-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
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-       "    <tr>\n",
-       "      <th>2684989</th>\n",
-       "      <td>2023-09-22</td>\n",
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-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>UNK</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United States</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2684990</th>\n",
-       "      <td>2023-09-22</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>COVID19</td>\n",
-       "      <td>MODERNA</td>\n",
-       "      <td>NDC:80777-0102-</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United States</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1596698 rows × 13 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           RECVDATE  DIED  L_THREAT  ER_VISIT  HOSPITAL  DISABLE SPLTTYPE  \\\n",
-       "VAERS_ID                                                                    \n",
-       "902418   2020-12-15     0         0         0         0        0      NaN   \n",
-       "902440   2020-12-15     0         0         0         0        0      NaN   \n",
-       "902446   2020-12-15     0         0         0         0        0      NaN   \n",
-       "902464   2020-12-15     0         0         0         0        0      NaN   \n",
-       "902465   2020-12-15     0         0         0         0        0      NaN   \n",
-       "...             ...   ...       ...       ...       ...      ...      ...   \n",
-       "2684975  2023-09-22     0         0         0         0        0      NaN   \n",
-       "2684979  2023-09-22     0         0         0         0        1      NaN   \n",
-       "2684982  2023-09-22     0         0         0         1        0      NaN   \n",
-       "2684989  2023-09-22     0         0         0         0        0      NaN   \n",
-       "2684990  2023-09-22     0         0         0         0        0      NaN   \n",
-       "\n",
-       "         VAX_TYPE         VAX_MANU          VAX_LOT VAX_DOSE_SERIES  SEVERE  \\\n",
-       "VAERS_ID                                                                      \n",
-       "902418    COVID19  PFIZER\\BIONTECH           EH9899               1       0   \n",
-       "902440    COVID19  PFIZER\\BIONTECH          EH 9899               1       0   \n",
-       "902446    COVID19  PFIZER\\BIONTECH           EH9899               1       0   \n",
-       "902464    COVID19  PFIZER\\BIONTECH           EH9899             UNK       0   \n",
-       "902465    COVID19  PFIZER\\BIONTECH           EH9899               1       0   \n",
-       "...           ...              ...              ...             ...     ...   \n",
-       "2684975   COVID19          MODERNA           216C45               3       0   \n",
-       "2684979   COVID19          MODERNA          037A22B               1       1   \n",
-       "2684982   COVID19          MODERNA          3004675               3       0   \n",
-       "2684989   COVID19          MODERNA             <NA>             UNK       0   \n",
-       "2684990   COVID19          MODERNA  NDC:80777-0102-               1       0   \n",
-       "\n",
-       "                COUNTRY  \n",
-       "VAERS_ID                 \n",
-       "902418    United States  \n",
-       "902440    United States  \n",
-       "902446    United States  \n",
-       "902464    United States  \n",
-       "902465    United States  \n",
-       "...                 ...  \n",
-       "2684975            <NA>  \n",
-       "2684979   United States  \n",
-       "2684982            <NA>  \n",
-       "2684989   United States  \n",
-       "2684990   United States  \n",
-       "\n",
-       "[1596698 rows x 13 columns]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "internationalVaersCovid19 = CountryColumnsMerger.mergeCountryColumnOfSrcIntoDst(\n",
     "    src = getInternationalVaersCovid19BeforeDeletion(),\n",
@@ -1063,216 +133,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "0915aa5a",
    "metadata": {},
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Batch</th>\n",
-       "      <th>Adverse Reaction Reports</th>\n",
-       "      <th>Deaths</th>\n",
-       "      <th>Disabilities</th>\n",
-       "      <th>Life Threatening Illnesses</th>\n",
-       "      <th>Company</th>\n",
-       "      <th>Severe reports</th>\n",
-       "      <th>Lethality</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>C202105026</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>UNKNOWN MANUFACTURER</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>J202100034</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>UNKNOWN MANUFACTURER</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>JJ-21C14-02</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>JANSSEN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>J202103011</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>UNKNOWN MANUFACTURER</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>J20210311</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>UNKNOWN MANUFACTURER</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9226</th>\n",
-       "      <td>21C19-02</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>JANSSEN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9227</th>\n",
-       "      <td>21C19-05</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>JANSSEN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9228</th>\n",
-       "      <td>21C13-04</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>JANSSEN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9229</th>\n",
-       "      <td>21C1102</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>JANSSEN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9230</th>\n",
-       "      <td>21C14-05</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>JANSSEN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>9231 rows × 8 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            Batch  Adverse Reaction Reports  Deaths  Disabilities  \\\n",
-       "0      C202105026                         3       3             0   \n",
-       "1      J202100034                         3       3             0   \n",
-       "2     JJ-21C14-02                         4       0             4   \n",
-       "3      J202103011                         3       3             0   \n",
-       "4       J20210311                         3       3             0   \n",
-       "...           ...                       ...     ...           ...   \n",
-       "9226     21C19-02                        20       0             0   \n",
-       "9227     21C19-05                         6       0             0   \n",
-       "9228     21C13-04                         8       0             0   \n",
-       "9229      21C1102                         3       0             0   \n",
-       "9230     21C14-05                        10       0             0   \n",
-       "\n",
-       "      Life Threatening Illnesses               Company  Severe reports  \\\n",
-       "0                              0  UNKNOWN MANUFACTURER             NaN   \n",
-       "1                              0  UNKNOWN MANUFACTURER             NaN   \n",
-       "2                              0               JANSSEN             NaN   \n",
-       "3                              0  UNKNOWN MANUFACTURER             NaN   \n",
-       "4                              0  UNKNOWN MANUFACTURER             NaN   \n",
-       "...                          ...                   ...             ...   \n",
-       "9226                           0               JANSSEN             NaN   \n",
-       "9227                           0               JANSSEN             NaN   \n",
-       "9228                           0               JANSSEN             NaN   \n",
-       "9229                           0               JANSSEN             NaN   \n",
-       "9230                           0               JANSSEN             NaN   \n",
-       "\n",
-       "      Lethality  \n",
-       "0           NaN  \n",
-       "1           NaN  \n",
-       "2           NaN  \n",
-       "3           NaN  \n",
-       "4           NaN  \n",
-       "...         ...  \n",
-       "9226        NaN  \n",
-       "9227        NaN  \n",
-       "9228        NaN  \n",
-       "9229        NaN  \n",
-       "9230        NaN  \n",
-       "\n",
-       "[9231 rows x 8 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "batchCodeTable = createGlobalBatchCodeTable(\n",
     "    deleteEntriesWithADRsLessThanOrEqual = 2,\n",
@@ -1330,154 +194,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "70fcc420",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/frankknoll/Dokumente/Corona/projects/HowBadIsMyBatch/src/CountriesByBatchcodeProvider.py:39: FutureWarning: The behavior of indexing on a MultiIndex with a nested sequence of labels is deprecated and will change in a future version. `series.loc[label, sequence]` will raise if any members of 'sequence' or not present in the index's second level. To retain the old behavior, use `series.index.isin(sequence, level=1)`\n",
-      "  return countryCountsByBatchcode.loc[(batchcodes2Retain, slice(None)), :]\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></th>\n",
-       "      <th>COUNTRY_COUNT_BY_VAX_LOT Clicked</th>\n",
-       "      <th>COUNTRY_COUNT_BY_VAX_LOT Before Deletion</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>VAX_LOT</th>\n",
-       "      <th>COUNTRY</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"3\" valign=\"top\">J202100034</th>\n",
-       "      <th>Austria</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Germany</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>United States</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">JJ-21C14-02</th>\n",
-       "      <th>Belgium</th>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Poland</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">21C13-04</th>\n",
-       "      <th>Switzerland</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>United States</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">21C1102</th>\n",
-       "      <th>France</th>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Germany</th>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21C14-05</th>\n",
-       "      <th>France</th>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>29310 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                           COUNTRY_COUNT_BY_VAX_LOT Clicked  \\\n",
-       "VAX_LOT     COUNTRY                                           \n",
-       "J202100034  Austria                                       1   \n",
-       "            Germany                                       1   \n",
-       "            United States                                 1   \n",
-       "JJ-21C14-02 Belgium                                       1   \n",
-       "            Poland                                        1   \n",
-       "...                                                     ...   \n",
-       "21C13-04    Switzerland                                   1   \n",
-       "            United States                                 1   \n",
-       "21C1102     France                                        0   \n",
-       "            Germany                                       3   \n",
-       "21C14-05    France                                        0   \n",
-       "\n",
-       "                           COUNTRY_COUNT_BY_VAX_LOT Before Deletion  \n",
-       "VAX_LOT     COUNTRY                                                  \n",
-       "J202100034  Austria                                               0  \n",
-       "            Germany                                               0  \n",
-       "            United States                                         0  \n",
-       "JJ-21C14-02 Belgium                                               3  \n",
-       "            Poland                                                0  \n",
-       "...                                                             ...  \n",
-       "21C13-04    Switzerland                                           0  \n",
-       "            United States                                         0  \n",
-       "21C1102     France                                                2  \n",
-       "            Germany                                               0  \n",
-       "21C14-05    France                                               10  \n",
-       "\n",
-       "[29310 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "countryCountsByBatchcode = filterByBatchcodes(getCountryCountsByBatchcodeTable(), batchCodeTable['Batch'].values)\n",
     "countryCountsByBatchcode"
@@ -1485,165 +205,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "id": "0d755bc8",
+   "execution_count": null,
+   "id": "0257505b",
    "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></th>\n",
-       "      <th>COUNTRY_COUNT_BY_VAX_LOT Clicked</th>\n",
-       "      <th>COUNTRY_COUNT_BY_VAX_LOT Before Deletion</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>VAX_LOT</th>\n",
-       "      <th>COUNTRY</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>EX8679</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>1099</td>\n",
-       "      <td>1132</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FC3095</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>871</td>\n",
-       "      <td>1099</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FD7958</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>846</td>\n",
-       "      <td>1049</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FD9234</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>759</td>\n",
-       "      <td>878</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ET3045</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>704</td>\n",
-       "      <td>716</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>026C21A</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>000 106A</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0000437</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>JO7BX03</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6202</th>\n",
-       "      <th>Germany</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2520 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  COUNTRY_COUNT_BY_VAX_LOT Clicked  \\\n",
-       "VAX_LOT  COUNTRY                                     \n",
-       "EX8679   Germany                              1099   \n",
-       "FC3095   Germany                               871   \n",
-       "FD7958   Germany                               846   \n",
-       "FD9234   Germany                               759   \n",
-       "ET3045   Germany                               704   \n",
-       "...                                            ...   \n",
-       "026C21A  Germany                                 0   \n",
-       "000 106A Germany                                 0   \n",
-       "0000437  Germany                                 0   \n",
-       "JO7BX03  Germany                                 0   \n",
-       "6202     Germany                                 0   \n",
-       "\n",
-       "                  COUNTRY_COUNT_BY_VAX_LOT Before Deletion  \n",
-       "VAX_LOT  COUNTRY                                            \n",
-       "EX8679   Germany                                      1132  \n",
-       "FC3095   Germany                                      1099  \n",
-       "FD7958   Germany                                      1049  \n",
-       "FD9234   Germany                                       878  \n",
-       "ET3045   Germany                                       716  \n",
-       "...                                                    ...  \n",
-       "026C21A  Germany                                         1  \n",
-       "000 106A Germany                                         3  \n",
-       "0000437  Germany                                         3  \n",
-       "JO7BX03  Germany                                         2  \n",
-       "6202     Germany                                         1  \n",
-       "\n",
-       "[2520 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# df = countryCountsByBatchcode.loc[(slice(None), 'Germany'), :][['COUNTRY_COUNT_BY_VAX_LOT Clicked']].sort_values(by = 'COUNTRY_COUNT_BY_VAX_LOT Clicked', ascending = False)\n",
-    "df = countryCountsByBatchcode.loc[(slice(None), 'Germany'), :].sort_values(by = 'COUNTRY_COUNT_BY_VAX_LOT Clicked', ascending = False)\n",
+    "regionCountsByClickedBatchcodeTable = RegionCountsByBatchcodeTablesMerger.getRegionCountsByClickedBatchcode('data/GoogleAnalytics')\n",
+    "regionCountsByClickedBatchcodeTable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c276eede",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = regionCountsByClickedBatchcodeTable.loc[(slice(None), 'Germany', slice(None)), :].sort_values(by = 'VAX_LOT', ascending = False)\n",
     "df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "id": "c0ada157",
+   "execution_count": null,
+   "id": "64c57c23",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df.to_excel('tmp/tst.xlsx')"
+    "df.to_excel('tmp/germany.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d755bc8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df = countryCountsByBatchcode.loc[(slice(None), 'Germany'), :][['COUNTRY_COUNT_BY_VAX_LOT Clicked']].sort_values(by = 'COUNTRY_COUNT_BY_VAX_LOT Clicked', ascending = False)\n",
+    "df = countryCountsByBatchcode.loc[(slice(None), 'Germany'), :].sort_values(by = 'COUNTRY_COUNT_BY_VAX_LOT Clicked', ascending = False)\n",
+    "df"
    ]
   },
   {