diff --git a/data/data_packages/all_time_register/datapackage.yaml b/data/data_packages/all_time_register/datapackage.yaml
index c121207e..dd82bb61 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 50205409..d9f74d63 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 42b5fc17..2023e2e1 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: 114243
+  row_count: 114372
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: aa9de9d58878cb7eddefcb009928ac8c
+hash: a57ccc9748de2c5bc156784ea5dfa868
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 c121207e..dd82bb61 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 50205409..d9f74d63 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 42b5fc17..2023e2e1 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: 114243
+  row_count: 114372
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: aa9de9d58878cb7eddefcb009928ac8c
+hash: a57ccc9748de2c5bc156784ea5dfa868
diff --git a/data/data_packages/parliament_2019/datapackage.yaml b/data/data_packages/parliament_2019/datapackage.yaml
index 0e83e36e..123ffc6f 100644
--- a/data/data_packages/parliament_2019/datapackage.yaml
+++ b/data/data_packages/parliament_2019/datapackage.yaml
@@ -38,4 +38,4 @@ 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 dad82c3b..87fb8fc4 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 c515699e..61e19e81 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: 17673
+  row_count: 17802
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -97,4 +97,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: f6137e1b8ad79fd9a8cc63c42699ac51
+hash: 718e81160d4f165e618d547d5d9e6a78
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 0e83e36e..123ffc6f 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
@@ -38,4 +38,4 @@ 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 dad82c3b..87fb8fc4 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 c515699e..61e19e81 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: 17673
+  row_count: 17802
 path: register_of_interests.parquet
 name: register_of_interests
 profile: data-resource
@@ -97,4 +97,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: f6137e1b8ad79fd9a8cc63c42699ac51
+hash: 718e81160d4f165e618d547d5d9e6a78
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index e57ddc35..e1b4540a 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 50205409..d9f74d63 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ