diff --git a/pipelines/vacant-homes/areas.ipynb b/pipelines/vacant-homes/areas.ipynb
index 66ca29b..1bb85de 100644
--- a/pipelines/vacant-homes/areas.ipynb
+++ b/pipelines/vacant-homes/areas.ipynb
@@ -40,9 +40,9 @@
     "latest_year = data.Year.max()\n",
     "\n",
     "dwellings_slice = data.loc[(data['Measure']=='Dwellings') & (data['Value'].notna())]\n",
-    "dwellings_group = dwellings_slice.groupby(['AreaCode'])\n",
+    "dwellings_group = dwellings_slice.groupby(['geography_code'])\n",
     "dwellings_latest_years = dwellings_group.Year.max()\n",
-    "dwellings_names = dwellings_group.AreaName.last().str.strip()"
+    "dwellings_names = dwellings_group.geography_name.last().str.strip()"
    ]
   },
   {
@@ -52,7 +52,7 @@
    "outputs": [],
    "source": [
     "vacants_slice = data.loc[(data['Measure']=='AllVacants') & (data['Value'].notna())]\n",
-    "vacants_group = vacants_slice.groupby(['AreaCode'])\n",
+    "vacants_group = vacants_slice.groupby(['geography_code'])\n",
     "vacants_latest_years = vacants_group.Year.max()\n",
     "codes_not_in_dwellings = []\n",
     "for code in vacants_latest_years.index.unique():\n",
@@ -102,7 +102,7 @@
        "      <th>name</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>AreaCode</th>\n",
+       "      <th>geography_code</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
@@ -193,33 +193,33 @@
        "</div>"
       ],
       "text/plain": [
-       "           dwellingsLastPublished  vacantsLastPublished  active  \\\n",
-       "AreaCode                                                          \n",
-       "E06000001                    2023                2023.0    True   \n",
-       "E06000002                    2023                2023.0    True   \n",
-       "E06000003                    2023                2023.0    True   \n",
-       "E06000004                    2023                2023.0    True   \n",
-       "E06000005                    2023                2023.0    True   \n",
-       "...                           ...                   ...     ...   \n",
-       "E12000006                    2023                2023.0    True   \n",
-       "E12000007                    2023                2023.0    True   \n",
-       "E12000008                    2023                2023.0    True   \n",
-       "E12000009                    2023                2023.0    True   \n",
-       "E92000001                    2023                2023.0    True   \n",
+       "                dwellingsLastPublished  vacantsLastPublished  active  \\\n",
+       "geography_code                                                         \n",
+       "E06000001                         2023                2023.0    True   \n",
+       "E06000002                         2023                2023.0    True   \n",
+       "E06000003                         2023                2023.0    True   \n",
+       "E06000004                         2023                2023.0    True   \n",
+       "E06000005                         2023                2023.0    True   \n",
+       "...                                ...                   ...     ...   \n",
+       "E12000006                         2023                2023.0    True   \n",
+       "E12000007                         2023                2023.0    True   \n",
+       "E12000008                         2023                2023.0    True   \n",
+       "E12000009                         2023                2023.0    True   \n",
+       "E92000001                         2023                2023.0    True   \n",
        "\n",
-       "                           name  \n",
-       "AreaCode                         \n",
-       "E06000001            Hartlepool  \n",
-       "E06000002         Middlesbrough  \n",
-       "E06000003  Redcar and Cleveland  \n",
-       "E06000004      Stockton-on-Tees  \n",
-       "E06000005            Darlington  \n",
-       "...                         ...  \n",
-       "E12000006       East of England  \n",
-       "E12000007                London  \n",
-       "E12000008            South East  \n",
-       "E12000009            South West  \n",
-       "E92000001               England  \n",
+       "                                name  \n",
+       "geography_code                        \n",
+       "E06000001                 Hartlepool  \n",
+       "E06000002              Middlesbrough  \n",
+       "E06000003       Redcar and Cleveland  \n",
+       "E06000004           Stockton-on-Tees  \n",
+       "E06000005                 Darlington  \n",
+       "...                              ...  \n",
+       "E12000006            East of England  \n",
+       "E12000007                     London  \n",
+       "E12000008                 South East  \n",
+       "E12000009                 South West  \n",
+       "E92000001                    England  \n",
        "\n",
        "[381 rows x 4 columns]"
       ]
diff --git a/src/data/areas/place-page/_data/areas.json b/src/data/areas/place-page/_data/areas.json
index 3709a68..18af523 100644
--- a/src/data/areas/place-page/_data/areas.json
+++ b/src/data/areas/place-page/_data/areas.json
@@ -1005,7 +1005,7 @@
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":2023,
         "active":true,
-        "name":"Folkestone and Hythe [note 7]"
+        "name":"Folkestone and Hythe"
     },
     "E07000113":{
         "dwellingsLastPublished":2023,
@@ -1557,7 +1557,7 @@
         "dwellingsLastPublished":2019,
         "vacantsLastPublished":2018,
         "active":false,
-        "name":"St. Edmundsbury"
+        "name":"St Edmundsbury"
     },
     "E07000205":{
         "dwellingsLastPublished":2019,
@@ -1773,7 +1773,7 @@
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":2023,
         "active":true,
-        "name":"St. Albans"
+        "name":"St Albans"
     },
     "E07000241":{
         "dwellingsLastPublished":2023,
@@ -1887,7 +1887,7 @@
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":2023,
         "active":true,
-        "name":"St Helens"
+        "name":"St. Helens"
     },
     "E08000014":{
         "dwellingsLastPublished":2023,
@@ -2433,37 +2433,37 @@
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":null,
         "active":true,
-        "name":"Greater Manchester (Met County)"
+        "name":"Greater Manchester"
     },
     "E11000002":{
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":null,
         "active":true,
-        "name":"Merseyside (Met County)"
+        "name":"Merseyside"
     },
     "E11000003":{
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":null,
         "active":true,
-        "name":"South Yorkshire (Met County)"
+        "name":"South Yorkshire"
     },
-    "E11000004":{
+    "E11000005":{
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":null,
         "active":true,
-        "name":"Tyne and Wear (Met County)"
+        "name":"West Midlands"
     },
-    "E11000005":{
+    "E11000006":{
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":null,
         "active":true,
-        "name":"West Midlands (Met County)"
+        "name":"West Yorkshire"
     },
-    "E11000006":{
+    "E11000007":{
         "dwellingsLastPublished":2023,
         "vacantsLastPublished":null,
         "active":true,
-        "name":"West Yorkshire (Met County)"
+        "name":"Tyne and Wear"
     },
     "E12000001":{
         "dwellingsLastPublished":2023,