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 63e5be2..bf65868 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 bea8012..d2f5bae 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: 5ae91a681150080b376d632ee3d6210b
+hash: 410bed0d302cf86d88e528696b993882
diff --git a/data/data_packages/latest_register/register_of_interests.parquet b/data/data_packages/latest_register/register_of_interests.parquet
index 9cc01e0..82ede3e 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 dcccdd8..835d8c3 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:
-      - Employment and earnings
-      - Miscellaneous
       - Visits outside the UK
+      - Miscellaneous
+      - Employment and earnings
       - 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: cd3a10d60f3f8c1a72541b21ecc8ca8f
+hash: 97e3de3b22fc36af5d90f3ab4470d52f
diff --git a/data/interim/nlp.cache.parquet b/data/interim/nlp.cache.parquet
index 2d07560..b48cc1f 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 63e5be2..bf65868 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 4e64af3..b276374 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: 5ae91a681150080b376d632ee3d6210b
+  hash: 410bed0d302cf86d88e528696b993882
 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 a0ce5f9..c2a3cf6 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: 5ae91a681150080b376d632ee3d6210b
+  hash: 410bed0d302cf86d88e528696b993882
 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 d868af1..21988c5 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: 5ae91a681150080b376d632ee3d6210b
+  hash: 410bed0d302cf86d88e528696b993882
 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 6e3c69a..92cb59e 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: 5ae91a681150080b376d632ee3d6210b
+  hash: 410bed0d302cf86d88e528696b993882
 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 eff4540..917243d 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:
-        - Employment and earnings
-        - Miscellaneous
         - Visits outside the UK
+        - Miscellaneous
+        - Employment and earnings
         - 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: cd3a10d60f3f8c1a72541b21ecc8ca8f
+  hash: 97e3de3b22fc36af5d90f3ab4470d52f
 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 39df48d..f4f8ad5 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:
-        - Employment and earnings
-        - Miscellaneous
         - Visits outside the UK
+        - Miscellaneous
+        - Employment and earnings
         - 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: cd3a10d60f3f8c1a72541b21ecc8ca8f
+  hash: 97e3de3b22fc36af5d90f3ab4470d52f
 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 45ca4b6..ce51fd7 100644
--- a/docs/_datasets/latest_register/0.md
+++ b/docs/_datasets/latest_register/0.md
@@ -76,9 +76,9 @@ resources:
       constraints:
         unique: false
         enum:
-        - Employment and earnings
-        - Miscellaneous
         - Visits outside the UK
+        - Miscellaneous
+        - Employment and earnings
         - 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: cd3a10d60f3f8c1a72541b21ecc8ca8f
+  hash: 97e3de3b22fc36af5d90f3ab4470d52f
 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 447472d..8ec58f2 100644
--- a/docs/_datasets/latest_register/latest.md
+++ b/docs/_datasets/latest_register/latest.md
@@ -76,9 +76,9 @@ resources:
       constraints:
         unique: false
         enum:
-        - Employment and earnings
-        - Miscellaneous
         - Visits outside the UK
+        - Miscellaneous
+        - Employment and earnings
         - 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: cd3a10d60f3f8c1a72541b21ecc8ca8f
+  hash: 97e3de3b22fc36af5d90f3ab4470d52f
 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 c1127fa..22b5c88 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 cf0a17f..d1ab888 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 9061aa9..aedfffe 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": "5ae91a681150080b376d632ee3d6210b"
+            "hash": "410bed0d302cf86d88e528696b993882"
         }
     ]
 }
\ 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 63e5be2..bf65868 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 c1127fa..22b5c88 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 cf0a17f..d1ab888 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 9061aa9..aedfffe 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": "5ae91a681150080b376d632ee3d6210b"
+            "hash": "410bed0d302cf86d88e528696b993882"
         }
     ]
 }
\ 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 63e5be2..bf65868 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 c1127fa..22b5c88 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 cf0a17f..d1ab888 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 9061aa9..aedfffe 100644
--- a/docs/data/all_time_register/0/datapackage.json
+++ b/docs/data/all_time_register/0/datapackage.json
@@ -175,7 +175,7 @@
                     }
                 ]
             },
-            "hash": "5ae91a681150080b376d632ee3d6210b"
+            "hash": "410bed0d302cf86d88e528696b993882"
         }
     ]
 }
\ 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 63e5be2..bf65868 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 c1127fa..22b5c88 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 cf0a17f..d1ab888 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 9061aa9..aedfffe 100644
--- a/docs/data/all_time_register/latest/datapackage.json
+++ b/docs/data/all_time_register/latest/datapackage.json
@@ -175,7 +175,7 @@
                     }
                 ]
             },
-            "hash": "5ae91a681150080b376d632ee3d6210b"
+            "hash": "410bed0d302cf86d88e528696b993882"
         }
     ]
 }
\ 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 63e5be2..bf65868 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 088f4ce..6336951 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": [
-                                "Employment and earnings",
-                                "Miscellaneous",
                                 "Visits outside the UK",
+                                "Miscellaneous",
+                                "Employment and earnings",
                                 "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": "cd3a10d60f3f8c1a72541b21ecc8ca8f"
+            "hash": "97e3de3b22fc36af5d90f3ab4470d52f"
         }
     ]
 }
\ 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 80c21a8..f58777c 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 5468297..7f0126c 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 9cc01e0..82ede3e 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 088f4ce..6336951 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": [
-                                "Employment and earnings",
-                                "Miscellaneous",
                                 "Visits outside the UK",
+                                "Miscellaneous",
+                                "Employment and earnings",
                                 "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": "cd3a10d60f3f8c1a72541b21ecc8ca8f"
+            "hash": "97e3de3b22fc36af5d90f3ab4470d52f"
         }
     ]
 }
\ 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 80c21a8..f58777c 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 5468297..7f0126c 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 9cc01e0..82ede3e 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 088f4ce..6336951 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": [
-                                "Employment and earnings",
-                                "Miscellaneous",
                                 "Visits outside the UK",
+                                "Miscellaneous",
+                                "Employment and earnings",
                                 "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": "cd3a10d60f3f8c1a72541b21ecc8ca8f"
+            "hash": "97e3de3b22fc36af5d90f3ab4470d52f"
         }
     ]
 }
\ 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 80c21a8..f58777c 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 5468297..7f0126c 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 9cc01e0..82ede3e 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 088f4ce..6336951 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": [
-                                "Employment and earnings",
-                                "Miscellaneous",
                                 "Visits outside the UK",
+                                "Miscellaneous",
+                                "Employment and earnings",
                                 "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": "cd3a10d60f3f8c1a72541b21ecc8ca8f"
+            "hash": "97e3de3b22fc36af5d90f3ab4470d52f"
         }
     ]
 }
\ 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 80c21a8..f58777c 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 5468297..7f0126c 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 9cc01e0..82ede3e 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