diff --git a/HowBadIsMyBatch.ipynb b/HowBadIsMyBatch.ipynb
index d99a9d62502..efd3a7a71fb 100644
--- a/HowBadIsMyBatch.ipynb
+++ b/HowBadIsMyBatch.ipynb
@@ -1226,6 +1226,73 @@
     "\n",
     "sns.boxplot(x = \"VAX_LOT_PREFIX\", y = \"ADRs\", data = batchCodeTable)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "731c27a5",
+   "metadata": {},
+   "source": [
+    "#### Moderna Batches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b4a9c489",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re\n",
+    "\n",
+    "dataFrame = DataFrameFilter().filterByCovid19(vaers)\n",
+    "dataFrame = DataFrameFilter().filterBy(dataFrame, manufacturer = \"MODERNA\")\n",
+    "batchCodeTable = BatchCodeTableFactory._createSummationTableByVAX_LOT(dataFrame)[['ADRs']].reset_index()\n",
+    "modernaBatchCodePrefix = re.compile(r'^[0-9]{3}[a-zA-Z]')\n",
+    "batchCodeTable = batchCodeTable[batchCodeTable['VAX_LOT'].apply(lambda vax_lot: bool(modernaBatchCodePrefix.match(vax_lot)))]\n",
+    "batchCodeTable['CONCENTRATION'] = batchCodeTable['VAX_LOT'].str[3]\n",
+    "batchCodeTable = batchCodeTable.sort_values(by = 'CONCENTRATION', ascending = True)\n",
+    "batchCodeTable = batchCodeTable[batchCodeTable['ADRs'] > 400]\n",
+    "batchCodeTable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e26c9d85",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "order = ['J', 'K', 'L', 'M', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H']\n",
+    "\n",
+    "sns.set(rc = {'figure.figsize': (11.7, 8.27)})\n",
+    "sns.set_theme()\n",
+    "chart = sns.stripplot(x = \"CONCENTRATION\", y = \"ADRs\", data = batchCodeTable, order = order)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d1de13c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.pointplot(x = \"CONCENTRATION\", y = \"ADRs\", data = batchCodeTable, estimator = np.mean, order = order)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "29ae8ca2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "sns.set_theme(style = \"ticks\", palette = \"pastel\")\n",
+    "\n",
+    "sns.boxplot(x = \"CONCENTRATION\", y = \"ADRs\", data = batchCodeTable, order = order)"
+   ]
   }
  ],
  "metadata": {