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 e96542c..2eff246 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 d7a9926..5e5564e 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: 49fcf653d8e954dc20856002df4343aa
+hash: fc6891ccc1aac1e4bca011020199e493
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 e96542c..2eff246 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 d7a9926..5e5564e 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: 49fcf653d8e954dc20856002df4343aa
+hash: fc6891ccc1aac1e4bca011020199e493
diff --git a/data/data_packages/parliament_2019/register_of_interests.parquet b/data/data_packages/parliament_2019/register_of_interests.parquet
index 8a6b0b1..3baa9fd 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 8b7875c..a2a3e7c 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: 8daeee888aef04d6c2601edd6f34397b
+hash: 7f2cfc21514c627dec74ead1110c285d
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 8a6b0b1..3baa9fd 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 8b7875c..a2a3e7c 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: 8daeee888aef04d6c2601edd6f34397b
+hash: 7f2cfc21514c627dec74ead1110c285d
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index c9c2979..e7247e1 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 e96542c..2eff246 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ