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 46e8b9d..c5ca211 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 c8d10e4..ceac521 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: 26eccf4095e6b5f9df202487b37a373b
+hash: 3c4e30130a117eda5907eb76fc51ee73
diff --git a/data/data_packages/latest_register/register_of_interests.parquet b/data/data_packages/latest_register/register_of_interests.parquet
index df25a5b..f5723ae 100644
Binary files a/data/data_packages/latest_register/register_of_interests.parquet and b/data/data_packages/latest_register/register_of_interests.parquet differ
diff --git a/data/data_packages/latest_register/register_of_interests.resource.yaml b/data/data_packages/latest_register/register_of_interests.resource.yaml
index e82b206..474341a 100644
--- a/data/data_packages/latest_register/register_of_interests.resource.yaml
+++ b/data/data_packages/latest_register/register_of_interests.resource.yaml
@@ -29,9 +29,9 @@ schema:
     constraints:
       unique: false
       enum:
-      - Visits outside the UK
-      - Miscellaneous
       - Employment and earnings
+      - Miscellaneous
+      - Visits outside the UK
       - Family members employed and paid from parliamentary expenses
       - 'Land and property portfolio: (i) value over £100,000 and/or (ii) giving rental
         income of over £10,000 a year'
@@ -90,4 +90,4 @@ schema:
     constraints:
       unique: false
     example: ''
-hash: abf932d7481043dc97ebf635cda92c2a
+hash: 592198af0b773bfb0c05ce23b063860d
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index be1192f..dff3136 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 46e8b9d..c5ca211 100644
Binary files a/data/interim/processed_regmem.parquet and b/data/interim/processed_regmem.parquet differ
diff --git a/docs/_datasets/all_time_register/0.1.4.md b/docs/_datasets/all_time_register/0.1.4.md
index 05d4bdf..9c7026d 100644
--- a/docs/_datasets/all_time_register/0.1.4.md
+++ b/docs/_datasets/all_time_register/0.1.4.md
@@ -124,7 +124,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: 26eccf4095e6b5f9df202487b37a373b
+  hash: 3c4e30130a117eda5907eb76fc51ee73
 full_version: 0.1.4
 permalink: /datasets/all_time_register/0_1_4
 ---
diff --git a/docs/_datasets/all_time_register/0.1.md b/docs/_datasets/all_time_register/0.1.md
index 674aa1a..ec4f1d7 100644
--- a/docs/_datasets/all_time_register/0.1.md
+++ b/docs/_datasets/all_time_register/0.1.md
@@ -124,7 +124,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: 26eccf4095e6b5f9df202487b37a373b
+  hash: 3c4e30130a117eda5907eb76fc51ee73
 full_version: 0.1.4
 permalink: /datasets/all_time_register/0_1
 ---
diff --git a/docs/_datasets/all_time_register/0.md b/docs/_datasets/all_time_register/0.md
index 9cb9733..feec51a 100644
--- a/docs/_datasets/all_time_register/0.md
+++ b/docs/_datasets/all_time_register/0.md
@@ -124,7 +124,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: 26eccf4095e6b5f9df202487b37a373b
+  hash: 3c4e30130a117eda5907eb76fc51ee73
 full_version: 0.1.4
 permalink: /datasets/all_time_register/0
 ---
diff --git a/docs/_datasets/all_time_register/latest.md b/docs/_datasets/all_time_register/latest.md
index 2e2929f..4d25838 100644
--- a/docs/_datasets/all_time_register/latest.md
+++ b/docs/_datasets/all_time_register/latest.md
@@ -124,7 +124,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: 26eccf4095e6b5f9df202487b37a373b
+  hash: 3c4e30130a117eda5907eb76fc51ee73
 full_version: 0.1.4
 permalink: /datasets/all_time_register/latest
 ---
diff --git a/docs/_datasets/latest_register/0.1.4.md b/docs/_datasets/latest_register/0.1.4.md
index e93552d..36e0444 100644
--- a/docs/_datasets/latest_register/0.1.4.md
+++ b/docs/_datasets/latest_register/0.1.4.md
@@ -76,9 +76,9 @@ resources:
       constraints:
         unique: false
         enum:
-        - Visits outside the UK
-        - Miscellaneous
         - Employment and earnings
+        - Miscellaneous
+        - Visits outside the UK
         - Family members employed and paid from parliamentary expenses
         - 'Land and property portfolio: (i) value over £100,000 and/or (ii) giving
           rental income of over £10,000 a year'
@@ -138,7 +138,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: abf932d7481043dc97ebf635cda92c2a
+  hash: 592198af0b773bfb0c05ce23b063860d
 full_version: 0.1.4
 permalink: /datasets/latest_register/0_1_4
 ---
diff --git a/docs/_datasets/latest_register/0.1.md b/docs/_datasets/latest_register/0.1.md
index 4a429c7..983699a 100644
--- a/docs/_datasets/latest_register/0.1.md
+++ b/docs/_datasets/latest_register/0.1.md
@@ -76,9 +76,9 @@ resources:
       constraints:
         unique: false
         enum:
-        - Visits outside the UK
-        - Miscellaneous
         - Employment and earnings
+        - Miscellaneous
+        - Visits outside the UK
         - Family members employed and paid from parliamentary expenses
         - 'Land and property portfolio: (i) value over £100,000 and/or (ii) giving
           rental income of over £10,000 a year'
@@ -138,7 +138,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: abf932d7481043dc97ebf635cda92c2a
+  hash: 592198af0b773bfb0c05ce23b063860d
 full_version: 0.1.4
 permalink: /datasets/latest_register/0_1
 ---
diff --git a/docs/_datasets/latest_register/0.md b/docs/_datasets/latest_register/0.md
index 942d359..2cb35d8 100644
--- a/docs/_datasets/latest_register/0.md
+++ b/docs/_datasets/latest_register/0.md
@@ -76,9 +76,9 @@ resources:
       constraints:
         unique: false
         enum:
-        - Visits outside the UK
-        - Miscellaneous
         - Employment and earnings
+        - Miscellaneous
+        - Visits outside the UK
         - Family members employed and paid from parliamentary expenses
         - 'Land and property portfolio: (i) value over £100,000 and/or (ii) giving
           rental income of over £10,000 a year'
@@ -138,7 +138,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: abf932d7481043dc97ebf635cda92c2a
+  hash: 592198af0b773bfb0c05ce23b063860d
 full_version: 0.1.4
 permalink: /datasets/latest_register/0
 ---
diff --git a/docs/_datasets/latest_register/latest.md b/docs/_datasets/latest_register/latest.md
index ca93751..efcafc6 100644
--- a/docs/_datasets/latest_register/latest.md
+++ b/docs/_datasets/latest_register/latest.md
@@ -76,9 +76,9 @@ resources:
       constraints:
         unique: false
         enum:
-        - Visits outside the UK
-        - Miscellaneous
         - Employment and earnings
+        - Miscellaneous
+        - Visits outside the UK
         - Family members employed and paid from parliamentary expenses
         - 'Land and property portfolio: (i) value over £100,000 and/or (ii) giving
           rental income of over £10,000 a year'
@@ -138,7 +138,7 @@ resources:
       constraints:
         unique: false
       example: ''
-  hash: abf932d7481043dc97ebf635cda92c2a
+  hash: 592198af0b773bfb0c05ce23b063860d
 full_version: 0.1.4
 permalink: /datasets/latest_register/latest
 ---
diff --git a/docs/data/all_time_register/0.1.4/all_time_register.sqlite b/docs/data/all_time_register/0.1.4/all_time_register.sqlite
index bbc6501..83bf79b 100644
Binary files a/docs/data/all_time_register/0.1.4/all_time_register.sqlite and b/docs/data/all_time_register/0.1.4/all_time_register.sqlite differ
diff --git a/docs/data/all_time_register/0.1.4/all_time_register.xlsx b/docs/data/all_time_register/0.1.4/all_time_register.xlsx
index 442552d..76c25ea 100644
Binary files a/docs/data/all_time_register/0.1.4/all_time_register.xlsx and b/docs/data/all_time_register/0.1.4/all_time_register.xlsx differ
diff --git a/docs/data/all_time_register/0.1.4/datapackage.json b/docs/data/all_time_register/0.1.4/datapackage.json
index af9fa51..b9c87ab 100644
--- a/docs/data/all_time_register/0.1.4/datapackage.json
+++ b/docs/data/all_time_register/0.1.4/datapackage.json
@@ -175,7 +175,7 @@
                     }
                 ]
             },
-            "hash": "26eccf4095e6b5f9df202487b37a373b"
+            "hash": "3c4e30130a117eda5907eb76fc51ee73"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/all_time_register/0.1.4/register_of_interests.parquet b/docs/data/all_time_register/0.1.4/register_of_interests.parquet
index 46e8b9d..c5ca211 100644
Binary files a/docs/data/all_time_register/0.1.4/register_of_interests.parquet and b/docs/data/all_time_register/0.1.4/register_of_interests.parquet differ
diff --git a/docs/data/all_time_register/0.1/all_time_register.sqlite b/docs/data/all_time_register/0.1/all_time_register.sqlite
index bbc6501..83bf79b 100644
Binary files a/docs/data/all_time_register/0.1/all_time_register.sqlite and b/docs/data/all_time_register/0.1/all_time_register.sqlite differ
diff --git a/docs/data/all_time_register/0.1/all_time_register.xlsx b/docs/data/all_time_register/0.1/all_time_register.xlsx
index 442552d..76c25ea 100644
Binary files a/docs/data/all_time_register/0.1/all_time_register.xlsx and b/docs/data/all_time_register/0.1/all_time_register.xlsx differ
diff --git a/docs/data/all_time_register/0.1/datapackage.json b/docs/data/all_time_register/0.1/datapackage.json
index af9fa51..b9c87ab 100644
--- a/docs/data/all_time_register/0.1/datapackage.json
+++ b/docs/data/all_time_register/0.1/datapackage.json
@@ -175,7 +175,7 @@
                     }
                 ]
             },
-            "hash": "26eccf4095e6b5f9df202487b37a373b"
+            "hash": "3c4e30130a117eda5907eb76fc51ee73"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/all_time_register/0.1/register_of_interests.parquet b/docs/data/all_time_register/0.1/register_of_interests.parquet
index 46e8b9d..c5ca211 100644
Binary files a/docs/data/all_time_register/0.1/register_of_interests.parquet and b/docs/data/all_time_register/0.1/register_of_interests.parquet differ
diff --git a/docs/data/all_time_register/0/all_time_register.sqlite b/docs/data/all_time_register/0/all_time_register.sqlite
index bbc6501..83bf79b 100644
Binary files a/docs/data/all_time_register/0/all_time_register.sqlite and b/docs/data/all_time_register/0/all_time_register.sqlite differ
diff --git a/docs/data/all_time_register/0/all_time_register.xlsx b/docs/data/all_time_register/0/all_time_register.xlsx
index 442552d..76c25ea 100644
Binary files a/docs/data/all_time_register/0/all_time_register.xlsx and b/docs/data/all_time_register/0/all_time_register.xlsx differ
diff --git a/docs/data/all_time_register/0/datapackage.json b/docs/data/all_time_register/0/datapackage.json
index af9fa51..b9c87ab 100644
--- a/docs/data/all_time_register/0/datapackage.json
+++ b/docs/data/all_time_register/0/datapackage.json
@@ -175,7 +175,7 @@
                     }
                 ]
             },
-            "hash": "26eccf4095e6b5f9df202487b37a373b"
+            "hash": "3c4e30130a117eda5907eb76fc51ee73"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/all_time_register/0/register_of_interests.parquet b/docs/data/all_time_register/0/register_of_interests.parquet
index 46e8b9d..c5ca211 100644
Binary files a/docs/data/all_time_register/0/register_of_interests.parquet and b/docs/data/all_time_register/0/register_of_interests.parquet differ
diff --git a/docs/data/all_time_register/latest/all_time_register.sqlite b/docs/data/all_time_register/latest/all_time_register.sqlite
index bbc6501..83bf79b 100644
Binary files a/docs/data/all_time_register/latest/all_time_register.sqlite and b/docs/data/all_time_register/latest/all_time_register.sqlite differ
diff --git a/docs/data/all_time_register/latest/all_time_register.xlsx b/docs/data/all_time_register/latest/all_time_register.xlsx
index 442552d..76c25ea 100644
Binary files a/docs/data/all_time_register/latest/all_time_register.xlsx and b/docs/data/all_time_register/latest/all_time_register.xlsx differ
diff --git a/docs/data/all_time_register/latest/datapackage.json b/docs/data/all_time_register/latest/datapackage.json
index af9fa51..b9c87ab 100644
--- a/docs/data/all_time_register/latest/datapackage.json
+++ b/docs/data/all_time_register/latest/datapackage.json
@@ -175,7 +175,7 @@
                     }
                 ]
             },
-            "hash": "26eccf4095e6b5f9df202487b37a373b"
+            "hash": "3c4e30130a117eda5907eb76fc51ee73"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/all_time_register/latest/register_of_interests.parquet b/docs/data/all_time_register/latest/register_of_interests.parquet
index 46e8b9d..c5ca211 100644
Binary files a/docs/data/all_time_register/latest/register_of_interests.parquet and b/docs/data/all_time_register/latest/register_of_interests.parquet differ
diff --git a/docs/data/latest_register/0.1.4/datapackage.json b/docs/data/latest_register/0.1.4/datapackage.json
index 9054182..7bb15cb 100644
--- a/docs/data/latest_register/0.1.4/datapackage.json
+++ b/docs/data/latest_register/0.1.4/datapackage.json
@@ -100,9 +100,9 @@
                         "constraints": {
                             "unique": false,
                             "enum": [
-                                "Visits outside the UK",
-                                "Miscellaneous",
                                 "Employment and earnings",
+                                "Miscellaneous",
+                                "Visits outside the UK",
                                 "Family members employed and paid from parliamentary expenses",
                                 "Land and property portfolio: (i) value over \u00a3100,000 and/or (ii) giving rental income of over \u00a310,000 a year",
                                 "Gifts, benefits and hospitality from UK sources",
@@ -180,7 +180,7 @@
                     }
                 ]
             },
-            "hash": "abf932d7481043dc97ebf635cda92c2a"
+            "hash": "592198af0b773bfb0c05ce23b063860d"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/latest_register/0.1.4/latest_register.sqlite b/docs/data/latest_register/0.1.4/latest_register.sqlite
index 88caff8..5cea9e9 100644
Binary files a/docs/data/latest_register/0.1.4/latest_register.sqlite and b/docs/data/latest_register/0.1.4/latest_register.sqlite differ
diff --git a/docs/data/latest_register/0.1.4/latest_register.xlsx b/docs/data/latest_register/0.1.4/latest_register.xlsx
index b52e3ea..12f6525 100644
Binary files a/docs/data/latest_register/0.1.4/latest_register.xlsx and b/docs/data/latest_register/0.1.4/latest_register.xlsx differ
diff --git a/docs/data/latest_register/0.1.4/register_of_interests.parquet b/docs/data/latest_register/0.1.4/register_of_interests.parquet
index df25a5b..f5723ae 100644
Binary files a/docs/data/latest_register/0.1.4/register_of_interests.parquet and b/docs/data/latest_register/0.1.4/register_of_interests.parquet differ
diff --git a/docs/data/latest_register/0.1/datapackage.json b/docs/data/latest_register/0.1/datapackage.json
index 9054182..7bb15cb 100644
--- a/docs/data/latest_register/0.1/datapackage.json
+++ b/docs/data/latest_register/0.1/datapackage.json
@@ -100,9 +100,9 @@
                         "constraints": {
                             "unique": false,
                             "enum": [
-                                "Visits outside the UK",
-                                "Miscellaneous",
                                 "Employment and earnings",
+                                "Miscellaneous",
+                                "Visits outside the UK",
                                 "Family members employed and paid from parliamentary expenses",
                                 "Land and property portfolio: (i) value over \u00a3100,000 and/or (ii) giving rental income of over \u00a310,000 a year",
                                 "Gifts, benefits and hospitality from UK sources",
@@ -180,7 +180,7 @@
                     }
                 ]
             },
-            "hash": "abf932d7481043dc97ebf635cda92c2a"
+            "hash": "592198af0b773bfb0c05ce23b063860d"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/latest_register/0.1/latest_register.sqlite b/docs/data/latest_register/0.1/latest_register.sqlite
index 88caff8..5cea9e9 100644
Binary files a/docs/data/latest_register/0.1/latest_register.sqlite and b/docs/data/latest_register/0.1/latest_register.sqlite differ
diff --git a/docs/data/latest_register/0.1/latest_register.xlsx b/docs/data/latest_register/0.1/latest_register.xlsx
index b52e3ea..12f6525 100644
Binary files a/docs/data/latest_register/0.1/latest_register.xlsx and b/docs/data/latest_register/0.1/latest_register.xlsx differ
diff --git a/docs/data/latest_register/0.1/register_of_interests.parquet b/docs/data/latest_register/0.1/register_of_interests.parquet
index df25a5b..f5723ae 100644
Binary files a/docs/data/latest_register/0.1/register_of_interests.parquet and b/docs/data/latest_register/0.1/register_of_interests.parquet differ
diff --git a/docs/data/latest_register/0/datapackage.json b/docs/data/latest_register/0/datapackage.json
index 9054182..7bb15cb 100644
--- a/docs/data/latest_register/0/datapackage.json
+++ b/docs/data/latest_register/0/datapackage.json
@@ -100,9 +100,9 @@
                         "constraints": {
                             "unique": false,
                             "enum": [
-                                "Visits outside the UK",
-                                "Miscellaneous",
                                 "Employment and earnings",
+                                "Miscellaneous",
+                                "Visits outside the UK",
                                 "Family members employed and paid from parliamentary expenses",
                                 "Land and property portfolio: (i) value over \u00a3100,000 and/or (ii) giving rental income of over \u00a310,000 a year",
                                 "Gifts, benefits and hospitality from UK sources",
@@ -180,7 +180,7 @@
                     }
                 ]
             },
-            "hash": "abf932d7481043dc97ebf635cda92c2a"
+            "hash": "592198af0b773bfb0c05ce23b063860d"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/latest_register/0/latest_register.sqlite b/docs/data/latest_register/0/latest_register.sqlite
index 88caff8..5cea9e9 100644
Binary files a/docs/data/latest_register/0/latest_register.sqlite and b/docs/data/latest_register/0/latest_register.sqlite differ
diff --git a/docs/data/latest_register/0/latest_register.xlsx b/docs/data/latest_register/0/latest_register.xlsx
index b52e3ea..12f6525 100644
Binary files a/docs/data/latest_register/0/latest_register.xlsx and b/docs/data/latest_register/0/latest_register.xlsx differ
diff --git a/docs/data/latest_register/0/register_of_interests.parquet b/docs/data/latest_register/0/register_of_interests.parquet
index df25a5b..f5723ae 100644
Binary files a/docs/data/latest_register/0/register_of_interests.parquet and b/docs/data/latest_register/0/register_of_interests.parquet differ
diff --git a/docs/data/latest_register/latest/datapackage.json b/docs/data/latest_register/latest/datapackage.json
index 9054182..7bb15cb 100644
--- a/docs/data/latest_register/latest/datapackage.json
+++ b/docs/data/latest_register/latest/datapackage.json
@@ -100,9 +100,9 @@
                         "constraints": {
                             "unique": false,
                             "enum": [
-                                "Visits outside the UK",
-                                "Miscellaneous",
                                 "Employment and earnings",
+                                "Miscellaneous",
+                                "Visits outside the UK",
                                 "Family members employed and paid from parliamentary expenses",
                                 "Land and property portfolio: (i) value over \u00a3100,000 and/or (ii) giving rental income of over \u00a310,000 a year",
                                 "Gifts, benefits and hospitality from UK sources",
@@ -180,7 +180,7 @@
                     }
                 ]
             },
-            "hash": "abf932d7481043dc97ebf635cda92c2a"
+            "hash": "592198af0b773bfb0c05ce23b063860d"
         }
     ]
 }
\ No newline at end of file
diff --git a/docs/data/latest_register/latest/latest_register.sqlite b/docs/data/latest_register/latest/latest_register.sqlite
index 88caff8..5cea9e9 100644
Binary files a/docs/data/latest_register/latest/latest_register.sqlite and b/docs/data/latest_register/latest/latest_register.sqlite differ
diff --git a/docs/data/latest_register/latest/latest_register.xlsx b/docs/data/latest_register/latest/latest_register.xlsx
index b52e3ea..12f6525 100644
Binary files a/docs/data/latest_register/latest/latest_register.xlsx and b/docs/data/latest_register/latest/latest_register.xlsx differ
diff --git a/docs/data/latest_register/latest/register_of_interests.parquet b/docs/data/latest_register/latest/register_of_interests.parquet
index df25a5b..f5723ae 100644
Binary files a/docs/data/latest_register/latest/register_of_interests.parquet and b/docs/data/latest_register/latest/register_of_interests.parquet differ