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 5020540..4f079cb 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 42b5fc1..cb806b7 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: aa9de9d58878cb7eddefcb009928ac8c
+hash: d9ededbd6be758b260285482ec1212e2
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 5020540..4f079cb 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 42b5fc1..cb806b7 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: aa9de9d58878cb7eddefcb009928ac8c
+hash: d9ededbd6be758b260285482ec1212e2
diff --git a/data/data_packages/parliament_2019/register_of_interests.parquet b/data/data_packages/parliament_2019/register_of_interests.parquet
index dad82c3..c1ffe32 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 c515699..e525b9d 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: f6137e1b8ad79fd9a8cc63c42699ac51
+hash: 62278a5e9803d7a8ca600455cb6c0827
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 dad82c3..c1ffe32 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 c515699..e525b9d 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: f6137e1b8ad79fd9a8cc63c42699ac51
+hash: 62278a5e9803d7a8ca600455cb6c0827
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index e57ddc3..1b35b7b 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 5020540..4f079cb 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ