diff --git a/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb b/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
index 8211cff0..b16953da 100644
--- a/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
+++ b/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
@@ -276,6 +276,25 @@
     "mapping_inequality_df"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b9b48769",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load Maryland EJScreen\n",
+    "maryland_ejscreen_data_path = (\n",
+    "    DATA_DIR / \"dataset\" / \"maryland_ejscreen\" / \"maryland_ejscreen.csv\"\n",
+    ")\n",
+    "maryland_ejscreen_df = pd.read_csv(\n",
+    "    maryland_ejscreen_data_path,\n",
+    "    dtype={ExtractTransformLoad.GEOID_TRACT_FIELD_NAME: \"string\"},\n",
+    ")\n",
+    "\n",
+    "maryland_ejscreen_df.tail()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -329,6 +348,7 @@
     "    calenviroscreen_df,\n",
     "    persistent_poverty_df,\n",
     "    mapping_inequality_df,\n",
+    "    maryland_ejscreen_df,\n",
     "    energy_definition_alternative_draft_df,\n",
     "    michigan_ejscreen_df\n",
     "]\n",
@@ -456,6 +476,13 @@
     "            priority_communities_field=PERSISTENT_POVERTY_TRACT_LEVEL_FIELD,\n",
     "        ),\n",
     "        Index(\n",
+    "            method_name=\"Maryland EJSCREEN\",\n",
+    "            priority_communities_field=field_names.MARYLAND_EJSCREEN_TRACT_90_PERCENT_FIELD,\n",
+    "            other_census_tract_fields_to_keep=[\n",
+    "                field_names.MARYLAND_PERCENTILE_FIELD_NAME\n",
+    "            ]\n",
+    "        ),        \n",
+    "        Index(\n",
     "            method_name=field_names.ENERGY_RELATED_COMMUNITIES_DEFINITION_ALTERNATIVE,\n",
     "            priority_communities_field=field_names.ENERGY_RELATED_COMMUNITIES_DEFINITION_ALTERNATIVE,\n",
     "        ),\n",