diff --git a/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb b/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
index 0f71391c..3b452374 100644
--- a/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
+++ b/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
@@ -285,7 +285,7 @@
    "source": [
     "# Load Maryland EJScreen\n",
     "maryland_ejscreen_data_path = (\n",
-    "    DATA_DIR / \"dataset\" / \"maryland_ejscreen\" / \"maryland_ejscreen.csv\"\n",
+    "    DATA_DIR / \"dataset\" / \"maryland_ejscreen\" / \"maryland.csv\"\n",
     ")\n",
     "maryland_ejscreen_df = pd.read_csv(\n",
     "    maryland_ejscreen_data_path,\n",
@@ -480,11 +480,11 @@
     "            priority_communities_field=field_names.MARYLAND_EJSCREEN_BURDENED_THRESHOLD_FIELD,\n",
     "            other_census_tract_fields_to_keep=[\n",
     "                field_names.MARYLAND_EJSCREEN_SCORE_FIELD,\n",
-    "                field_names.MARYLAND_EJSCREEN_TRACT_25_PERCENT_FIELD,\n",
-    "                field_names.MARYLAND_EJSCREEN_TRACT_50_PERCENT_FIELD,\n",
-    "                field_names.MARYLAND_EJSCREEN_TRACT_75_PERCENT_FIELD,\n",
-    "                field_names.MARYLAND_EJSCREEN_TRACT_90_PERCENT_FIELD,\n",
-    "                field_names.MARYLAND_EJSCREEN_PERCENTILE_FIELD        \n",
+    "                field_names.MARYLAND_EJSCREEN_TRACT_25_PERCENTILE_FIELD,\n",
+    "                field_names.MARYLAND_EJSCREEN_TRACT_50_PERCENTILE_FIELD,\n",
+    "                field_names.MARYLAND_EJSCREEN_TRACT_75_PERCENTILE_FIELD,\n",
+    "                field_names.MARYLAND_EJSCREEN_TRACT_90_PERCENTILE_FIELD,\n",
+    "                field_names.MARYLAND_EJSCREEN_PERCENTILE_RANK_FIELD        \n",
     "            ]\n",
     "        ),        \n",
     "        Index(\n",