diff --git a/data/data_packages/all_time_register/datapackage.yaml b/data/data_packages/all_time_register/datapackage.yaml
index 0b594ef..afd68ff 100644
--- a/data/data_packages/all_time_register/datapackage.yaml
+++ b/data/data_packages/all_time_register/datapackage.yaml
@@ -37,4 +37,4 @@ custom:
       exclude: none
       render: false
   change_log:
-    0.1.0: 'Minor change in data for resource(s): register_of_interests'
+    0.1.0: 'Change in data for resource(s): register_of_interests'
diff --git a/data/data_packages/all_time_register/register_of_interests.parquet b/data/data_packages/all_time_register/register_of_interests.parquet
index 507ad71..dc11641 100644
Binary files a/data/data_packages/all_time_register/register_of_interests.parquet and b/data/data_packages/all_time_register/register_of_interests.parquet differ
diff --git a/data/data_packages/all_time_register/register_of_interests.resource.yaml b/data/data_packages/all_time_register/register_of_interests.resource.yaml
index b142449..a2c8096 100644
--- a/data/data_packages/all_time_register/register_of_interests.resource.yaml
+++ b/data/data_packages/all_time_register/register_of_interests.resource.yaml
@@ -1,7 +1,7 @@
 title: Register of Members Interests (2000-)
 description: Register of members interests with basic NLP extraction
 custom:
-  row_count: 131311
+  row_count: 134487
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: 4c2ca98ff25049f4f5e607db2ffadb60
+hash: 2c7c468dc387fc1d42444d47e3857e31
diff --git a/data/data_packages/all_time_register/versions/0.1.0/datapackage.yaml b/data/data_packages/all_time_register/versions/0.1.0/datapackage.yaml
index 0b594ef..afd68ff 100644
--- a/data/data_packages/all_time_register/versions/0.1.0/datapackage.yaml
+++ b/data/data_packages/all_time_register/versions/0.1.0/datapackage.yaml
@@ -37,4 +37,4 @@ custom:
       exclude: none
       render: false
   change_log:
-    0.1.0: 'Minor change in data for resource(s): register_of_interests'
+    0.1.0: 'Change in data for resource(s): register_of_interests'
diff --git a/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.parquet b/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.parquet
index 507ad71..dc11641 100644
Binary files a/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.parquet and b/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.parquet differ
diff --git a/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.resource.yaml b/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.resource.yaml
index b142449..a2c8096 100644
--- a/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.resource.yaml
+++ b/data/data_packages/all_time_register/versions/0.1.0/register_of_interests.resource.yaml
@@ -1,7 +1,7 @@
 title: Register of Members Interests (2000-)
 description: Register of members interests with basic NLP extraction
 custom:
-  row_count: 131311
+  row_count: 134487
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: 4c2ca98ff25049f4f5e607db2ffadb60
+hash: 2c7c468dc387fc1d42444d47e3857e31
diff --git a/data/data_packages/parliament_2019/datapackage.yaml b/data/data_packages/parliament_2019/datapackage.yaml
index 75bc299..f85b7cc 100644
--- a/data/data_packages/parliament_2019/datapackage.yaml
+++ b/data/data_packages/parliament_2019/datapackage.yaml
@@ -37,4 +37,4 @@ custom:
       exclude: none
       render: false
   change_log:
-    0.1.0: 'Minor change in data for resource(s): register_of_interests'
+    0.1.0: 'Change in data for resource(s): register_of_interests'
diff --git a/data/data_packages/parliament_2019/register_of_interests.parquet b/data/data_packages/parliament_2019/register_of_interests.parquet
index d844ec8..75b95cc 100644
Binary files a/data/data_packages/parliament_2019/register_of_interests.parquet and b/data/data_packages/parliament_2019/register_of_interests.parquet differ
diff --git a/data/data_packages/parliament_2019/register_of_interests.resource.yaml b/data/data_packages/parliament_2019/register_of_interests.resource.yaml
index d1ee518..714c773 100644
--- a/data/data_packages/parliament_2019/register_of_interests.resource.yaml
+++ b/data/data_packages/parliament_2019/register_of_interests.resource.yaml
@@ -1,7 +1,7 @@
 title: Register of Members Interests (latest register)
 description: Register of members interests with basic NLP extraction
 custom:
-  row_count: 25251
+  row_count: 25270
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: d0c3e8db1d8bf5147e7b54072f47b3ce
+hash: 75f2606bcffc6e12d8d2a2943de21cf3
diff --git a/data/data_packages/parliament_2019/versions/0.1.0/datapackage.yaml b/data/data_packages/parliament_2019/versions/0.1.0/datapackage.yaml
index 75bc299..f85b7cc 100644
--- a/data/data_packages/parliament_2019/versions/0.1.0/datapackage.yaml
+++ b/data/data_packages/parliament_2019/versions/0.1.0/datapackage.yaml
@@ -37,4 +37,4 @@ custom:
       exclude: none
       render: false
   change_log:
-    0.1.0: 'Minor change in data for resource(s): register_of_interests'
+    0.1.0: 'Change in data for resource(s): register_of_interests'
diff --git a/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.parquet b/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.parquet
index d844ec8..75b95cc 100644
Binary files a/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.parquet and b/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.parquet differ
diff --git a/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.resource.yaml b/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.resource.yaml
index d1ee518..714c773 100644
--- a/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.resource.yaml
+++ b/data/data_packages/parliament_2019/versions/0.1.0/register_of_interests.resource.yaml
@@ -1,7 +1,7 @@
 title: Register of Members Interests (latest register)
 description: Register of members interests with basic NLP extraction
 custom:
-  row_count: 25251
+  row_count: 25270
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: d0c3e8db1d8bf5147e7b54072f47b3ce
+hash: 75f2606bcffc6e12d8d2a2943de21cf3
diff --git a/data/data_packages/parliament_2024/register_of_interests.parquet b/data/data_packages/parliament_2024/register_of_interests.parquet
index 053ac35..1ae5007 100644
Binary files a/data/data_packages/parliament_2024/register_of_interests.parquet and b/data/data_packages/parliament_2024/register_of_interests.parquet differ
diff --git a/data/data_packages/parliament_2024/register_of_interests.resource.yaml b/data/data_packages/parliament_2024/register_of_interests.resource.yaml
index 69ca9a7..de8bb63 100644
--- a/data/data_packages/parliament_2024/register_of_interests.resource.yaml
+++ b/data/data_packages/parliament_2024/register_of_interests.resource.yaml
@@ -1,7 +1,7 @@
 title: Register of Members Interests (latest register)
 description: Register of members interests with basic NLP extraction
 custom:
-  row_count: 9492
+  row_count: 9558
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -100,4 +100,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: 0ff6bd660bd1c7cd9b5ec138b395cf1d
+hash: 305e39de314f1716447cf3d199331249
diff --git a/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.parquet b/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.parquet
index 053ac35..1ae5007 100644
Binary files a/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.parquet and b/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.parquet differ
diff --git a/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.resource.yaml b/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.resource.yaml
index 69ca9a7..de8bb63 100644
--- a/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.resource.yaml
+++ b/data/data_packages/parliament_2024/versions/0.1.0/register_of_interests.resource.yaml
@@ -1,7 +1,7 @@
 title: Register of Members Interests (latest register)
 description: Register of members interests with basic NLP extraction
 custom:
-  row_count: 9492
+  row_count: 9558
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -100,4 +100,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: 0ff6bd660bd1c7cd9b5ec138b395cf1d
+hash: 305e39de314f1716447cf3d199331249
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index 5928538..a87a92d 100644
Binary files a/data/interim/nlp.cache.parquet and b/data/interim/nlp.cache.parquet differ
diff --git a/data/interim/processed_regmem.parquet b/data/interim/processed_regmem.parquet
index 507ad71..dc11641 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ