diff --git a/data/data_packages/all_time_register/datapackage.yaml b/data/data_packages/all_time_register/datapackage.yaml
index dd82bb6..c121207 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: 'Change in data for resource(s): register_of_interests'
+    0.1.0: 'Minor 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 d9f74d6..249e240 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 2023e2e..cfca84c 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
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: a57ccc9748de2c5bc156784ea5dfa868
+hash: 0f1966d2aa0bccec66c5a779e04ed561
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 dd82bb6..c121207 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: 'Change in data for resource(s): register_of_interests'
+    0.1.0: 'Minor 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 d9f74d6..249e240 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 2023e2e..cfca84c 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
@@ -77,4 +77,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: a57ccc9748de2c5bc156784ea5dfa868
+hash: 0f1966d2aa0bccec66c5a779e04ed561
diff --git a/data/data_packages/parliament_2019/datapackage.yaml b/data/data_packages/parliament_2019/datapackage.yaml
index 123ffc6..0e83e36 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: 'Change in data for resource(s): register_of_interests'
+    0.1.0: 'Minor 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 87fb8fc..cbf017c 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 61e19e8..4ca274f 100644
--- a/data/data_packages/parliament_2019/register_of_interests.resource.yaml
+++ b/data/data_packages/parliament_2019/register_of_interests.resource.yaml
@@ -97,4 +97,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: 718e81160d4f165e618d547d5d9e6a78
+hash: e65c43b36b021d4999da5f33c2630f55
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 123ffc6..0e83e36 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: 'Change in data for resource(s): register_of_interests'
+    0.1.0: 'Minor 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 87fb8fc..cbf017c 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 61e19e8..4ca274f 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
@@ -97,4 +97,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: 718e81160d4f165e618d547d5d9e6a78
+hash: e65c43b36b021d4999da5f33c2630f55
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index e1b4540..45689db 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 d9f74d6..249e240 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ