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 5c5b6d8..5020540 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 45daabb..42b5fc1 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: a33a077a5b3d965137394a0b74ddafda
+hash: aa9de9d58878cb7eddefcb009928ac8c
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 5c5b6d8..5020540 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 45daabb..42b5fc1 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: a33a077a5b3d965137394a0b74ddafda
+hash: aa9de9d58878cb7eddefcb009928ac8c
diff --git a/data/data_packages/parliament_2019/register_of_interests.parquet b/data/data_packages/parliament_2019/register_of_interests.parquet
index 39b8145..dad82c3 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 36303a5..c515699 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: 3893d20ab8560038d3807a1b939add42
+hash: f6137e1b8ad79fd9a8cc63c42699ac51
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 39b8145..dad82c3 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 36303a5..c515699 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: 3893d20ab8560038d3807a1b939add42
+hash: f6137e1b8ad79fd9a8cc63c42699ac51
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index 5b068f7..e57ddc3 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 5c5b6d8..5020540 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ