diff --git a/src/HowBadIsMyBatch.ipynb b/src/HowBadIsMyBatch.ipynb
index fc18dc59f8f..58317f32ca7 100644
--- a/src/HowBadIsMyBatch.ipynb
+++ b/src/HowBadIsMyBatch.ipynb
@@ -22,7 +22,7 @@
     "from CountryColumnsMerger import CountryColumnsMerger\n",
     "from datetime import datetime\n",
     "from VAERSFileDownloader import updateVAERSFiles\n",
-    "from GoogleAnalytics.RegionCountsByBatchcodeTablesMerger import RegionCountsByBatchcodeTablesMerger\n",
+    "from GoogleAnalytics.CityCountsByBatchcodeTablesMerger import CityCountsByBatchcodeTablesMerger\n",
     "from IOUtils import IOUtils\n",
     "import os\n",
     "import pandas as pd\n",
@@ -211,8 +211,8 @@
    "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"
+    "dataframe = countryCountsByBatchcode.loc[(slice(None), 'Germany'), :].sort_values(by = 'COUNTRY_COUNT_BY_VAX_LOT Clicked', ascending = False)\n",
+    "dataframe"
    ]
   },
   {
@@ -257,66 +257,6 @@
     "# Google Analytics"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f2d4e5f9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "regionCountsByClickedBatchcodeTable = RegionCountsByBatchcodeTablesMerger.getRegionCountsByClickedBatchcode('data/GoogleAnalytics')\n",
-    "regionCountsByClickedBatchcodeTable"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "778564bb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "regionCountsByClickedBatchcodeTable4Germany = (regionCountsByClickedBatchcodeTable\n",
-    "        .loc[(slice(None), 'Germany', slice(None)), :]\n",
-    "        .sort_values(by = ['REGION', 'REGION_COUNT_BY_VAX_LOT'], ascending = False))\n",
-    "regionCountsByClickedBatchcodeTable4Germany"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7c0efbfb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "regionCountsByClickedBatchcodeTable4Germany.to_excel('tmp/regionCountsByClickedBatchcodeTable4Germany.xlsx')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3c05fcfc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# VAX_LOT: EX8679\n",
-    "(regionCountsByClickedBatchcodeTable4Germany\n",
-    "    .groupby('VAX_LOT')\n",
-    "    .sum()\n",
-    "    .sort_values(by = 'REGION_COUNT_BY_VAX_LOT', ascending = False))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "370bf329",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "(regionCountsByClickedBatchcodeTable4Germany\n",
-    "    .loc[('EX8679', slice(None), slice(None)), :]\n",
-    "    .sort_values(by = 'REGION_COUNT_BY_VAX_LOT', ascending = False))"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -324,12 +264,34 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from GoogleAnalytics.CityCountsByBatchcodeTablesMerger import CityCountsByBatchcodeTablesMerger\n",
-    "\n",
     "cityCountsByClickedBatchcodeTable = CityCountsByBatchcodeTablesMerger.getCityCountsByClickedBatchcode('data/GoogleAnalytics')\n",
     "cityCountsByClickedBatchcodeTable"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6883ba3a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def dataframeWithoutIndexValue(dataframe, indexValue):\n",
+    "    return dataframe[dataframe.index != indexValue]\n",
+    "\n",
+    "def getMaxBatch(cityCountsByClickedBatchcodeTable):\n",
+    "    df_sorted = dataframeWithoutIndexValue(\n",
+    "        dataframe = (cityCountsByClickedBatchcodeTable\n",
+    "                        .groupby('VAX_LOT')\n",
+    "                        .sum()\n",
+    "                        .sort_values(by = 'CITY_COUNT_BY_VAX_LOT', ascending = False)),\n",
+    "        indexValue = '(not set)')\n",
+    "    print(df_sorted)\n",
+    "    return df_sorted.iloc[0].name\n",
+    "\n",
+    "maxBatch = getMaxBatch(cityCountsByClickedBatchcodeTable)\n",
+    "maxBatch"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -337,8 +299,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "cityCountsByClickedBatchcodeTable_EX8679_Germany = cityCountsByClickedBatchcodeTable.loc[('EX8679', 'Germany', slice(None), slice(None)), :]\n",
-    "cityCountsByClickedBatchcodeTable_EX8679_Germany"
+    "cityCountsByClickedBatchcodeTable_maxBatch = cityCountsByClickedBatchcodeTable.loc[(maxBatch, slice(None), slice(None), slice(None)), :]\n",
+    "cityCountsByClickedBatchcodeTable_maxBatch"
    ]
   },
   {
@@ -348,19 +310,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "cityCountsByClickedBatchcodeTable_EX8679_Germany.to_excel('tmp/cityCountsByClickedBatchcodeTable_EX8679_Germany.xlsx')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "494943f3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "(cityCountsByClickedBatchcodeTable_EX8679_Germany\n",
-    "    .sort_values(by = ['CITY_COUNT_BY_VAX_LOT'], ascending = False)\n",
-    "    .to_excel('tmp/cityCountsByClickedBatchcodeTable_EX8679_Germany_sorted.xlsx'))"
+    "(cityCountsByClickedBatchcodeTable_maxBatch\n",
+    " .reset_index()\n",
+    " .to_excel('tmp/cityCountsByClickedBatchcodeTable_maxBatch.xlsx'))\n",
+    "# import cityCountsByClickedBatchcodeTable_maxBatch.xlsx into https://www.google.com/mymaps"
    ]
   },
   {