diff --git a/Project-Documentation/Equity-Priority-Communities/equity_priority_communities_build.ipynb b/Project-Documentation/Equity-Priority-Communities/equity_priority_communities_build.ipynb
index ef03d95..ec2c1b4 100644
--- a/Project-Documentation/Equity-Priority-Communities/equity_priority_communities_build.ipynb
+++ b/Project-Documentation/Equity-Priority-Communities/equity_priority_communities_build.ipynb
@@ -493,7 +493,7 @@
    "source": [
     "cols = {\n",
     "    \"fipco\": \"county_fip\",\n",
-    "    \"B03002_001E\": \"tot_pop_mi\",\n",
+    "    \"B03002_001E\": \"tot_pop_poc\",\n",
     "    \"B01001_001E\": \"tot_pop_se\",\n",
     "    \"C17002_001E\": \"tot_pop_po\",\n",
     "    \"C18108_001E\": \"tot_pop_ci\",\n",
@@ -520,7 +520,7 @@
    "outputs": [],
    "source": [
     "# calculate pocty population\n",
-    "acs_df[\"pop_poc\"] = acs_df[\"tot_pop_mi\"] - acs_df[\"B03002_003E\"]\n",
+    "acs_df[\"pop_poc\"] = acs_df[\"tot_pop_poc\"] - acs_df[\"B03002_003E\"]\n",
     "\n",
     "# calculate senior population\n",
     "acs_df[\"pop_over75\"] = (\n",
@@ -578,7 +578,7 @@
    "outputs": [],
    "source": [
     "acs_df[\"pct_poc\"] = np.where(\n",
-    "    acs_df[\"tot_pop_mi\"] == 0, 0, (acs_df[\"pop_poc\"] / acs_df[\"tot_pop_mi\"])\n",
+    "    acs_df[\"tot_pop_poc\"] == 0, 0, (acs_df[\"pop_poc\"] / acs_df[\"tot_pop_poc\"])\n",
     ")\n",
     "acs_df[\"pct_over75\"] = np.where(\n",
     "    acs_df[\"tot_pop_se\"] == 0, 0, (acs_df[\"pop_over75\"] / acs_df[\"tot_pop_se\"])\n",
@@ -845,7 +845,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/9q/xt2lctm54xq6fd45m1lmgp4m0000gp/T/ipykernel_80927/4199737063.py:1: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n",
+      "/var/folders/9q/xt2lctm54xq6fd45m1lmgp4m0000gp/T/ipykernel_82004/4199737063.py:1: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n",
       "  acs_df.groupby(\"epc_class\")[\"epc_2050p\"].agg(sum)\n"
      ]
     },
@@ -1148,7 +1148,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Minorities</td>\n",
+       "      <td>People of Color</td>\n",
        "      <td>0.61</td>\n",
        "      <td>0.23</td>\n",
        "      <td>0.72</td>\n",
@@ -1216,7 +1216,7 @@
       "text/plain": [
        "                                        factors  mean   std  plus_half_sd  \\\n",
        "0                     Seniors 75 Years and Over  0.07  0.06          0.10   \n",
-       "1                                    Minorities  0.61  0.23          0.72   \n",
+       "1                               People of Color  0.61  0.23          0.72   \n",
        "2                   Limited English Proficiency  0.07  0.08          0.11   \n",
        "3                        Single Parent Families  0.12  0.09          0.16   \n",
        "4  Low-Income (<200% Federal Poverty Level-FPL)  0.18  0.13          0.24   \n",
@@ -1287,7 +1287,7 @@
     "final_cols = [\n",
     "    \"tract_geoid\",\n",
     "    \"county_fip\",\n",
-    "    \"tot_pop_mi\",\n",
+    "    \"tot_pop_poc\",\n",
     "    \"tot_pop_se\",\n",
     "    \"tot_pop_po\",\n",
     "    \"tot_pop_ci\",\n",
@@ -1339,7 +1339,15 @@
    "cell_type": "code",
    "execution_count": 52,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Published DRAFT Equity Priority Communities - Plan Bay Area 2050 Plus (ACS 2022) to ArcGIS Online as 7a02c40be2864d52bcb19b32979e1eb0\n"
+     ]
+    }
+   ],
    "source": [
     "publish_geojson_to_agol(\n",
     "    geojson_path=epc_path,\n",
@@ -1363,7 +1371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1372,7 +1380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1381,7 +1389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [