diff --git a/scripts/cpi/dvc.lock b/scripts/cpi/dvc.lock
index 20027f0b..c6951d86 100644
--- a/scripts/cpi/dvc.lock
+++ b/scripts/cpi/dvc.lock
@@ -88,7 +88,7 @@ stages:
       size: 8893
     - path: working/metadata.csv
       hash: md5
-      md5: 43186523cee2c0f416d9c3e15d7490b6
+      md5: 27d2f594278049f816b0f08a7fb87d5b
       size: 7642
     outs:
     - path: src/_data/sources/cpi/cpi_barchart.csv
diff --git a/scripts/labour-market/dvc.lock b/scripts/labour-market/dvc.lock
index e32e62f3..f734a909 100644
--- a/scripts/labour-market/dvc.lock
+++ b/scripts/labour-market/dvc.lock
@@ -34,7 +34,7 @@ stages:
       nfiles: 6
     - path: ../../working/metadata.csv
       hash: md5
-      md5: 43186523cee2c0f416d9c3e15d7490b6
+      md5: 27d2f594278049f816b0f08a7fb87d5b
       size: 7642
     - path: config.py
       hash: md5
diff --git a/scripts/vacancies/dvc.lock b/scripts/vacancies/dvc.lock
index bc7a631b..09a0b7d3 100644
--- a/scripts/vacancies/dvc.lock
+++ b/scripts/vacancies/dvc.lock
@@ -13,7 +13,7 @@ stages:
       size: 5733
     - path: working/metadata.csv
       hash: md5
-      md5: 43186523cee2c0f416d9c3e15d7490b6
+      md5: 27d2f594278049f816b0f08a7fb87d5b
       size: 7642
     - path: working/vacancies/vacancies_by_sector.csv
       hash: md5
@@ -30,12 +30,12 @@ stages:
     deps:
     - path: scripts/vacancies/extract.py
       md5: a49fc352dd8af50aa8d41b53463ec90d
-      size: 563
+      size: 547
     outs:
     - path: working/vacancies/vacancies_by_sector.csv
-      md5: cf560065c870b454d8aec3c5e9cae104
-      size: 974
-      isexec: true
+      hash: md5
+      md5: d87aa1a94f87db2274f2b87c9ee0d9ab
+      size: 848
   transform:
     cmd: PYTHONPATH=. python3 scripts/vacancies/transform.py
     deps:
diff --git a/working/metadata.csv.dvc b/working/metadata.csv.dvc
index 16aab31d..d762e7eb 100644
--- a/working/metadata.csv.dvc
+++ b/working/metadata.csv.dvc
@@ -1,13 +1,13 @@
-md5: cb3de4f54e92c77b3ae77d4b524fa6eb
+md5: 6a20146e5514ec4ed04dfb0854d4342d
 # frozen: true
 deps:
-- checksum: '"02c302b2435b5f96eaa3d8e4a578daa5250849f7c5f8633c745d9c8abc854876"'
+- checksum: '"1b13e1802b5ed17bb7253a19ff26929689fe903707c3db5c0f0f446e9005bdbb"'
   size: 7642
   hash: md5
   path: 
     https://raw.githubusercontent.com/economic-analytics/edd/main/data-raw/edd_dict.csv
 outs:
-- md5: 43186523cee2c0f416d9c3e15d7490b6
+- md5: 27d2f594278049f816b0f08a7fb87d5b
   size: 7642
   hash: md5
   path: metadata.csv
diff --git a/working/output/labour-market-prepare.ipynb b/working/output/labour-market-prepare.ipynb
index 2fcf955d..fe9b5ef4 100644
--- a/working/output/labour-market-prepare.ipynb
+++ b/working/output/labour-market-prepare.ipynb
@@ -3,19 +3,19 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "35fd5a56",
+   "id": "ee0c67eb",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.351113Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.350489Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.660010Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.659222Z"
+     "iopub.execute_input": "2023-09-22T09:46:17.698626Z",
+     "iopub.status.busy": "2023-09-22T09:46:17.697780Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.118594Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.117642Z"
     },
     "papermill": {
-     "duration": 0.316957,
-     "end_time": "2023-09-21T09:46:22.662528",
+     "duration": 0.430732,
+     "end_time": "2023-09-22T09:46:18.121117",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.345571",
+     "start_time": "2023-09-22T09:46:17.690385",
      "status": "completed"
     },
     "tags": []
@@ -33,19 +33,19 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "716dba08",
+   "id": "493fefec",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.669995Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.669488Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.677468Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.676813Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.129031Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.128272Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.137261Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.136529Z"
     },
     "papermill": {
-     "duration": 0.013455,
-     "end_time": "2023-09-21T09:46:22.679127",
+     "duration": 0.015015,
+     "end_time": "2023-09-22T09:46:18.139277",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.665672",
+     "start_time": "2023-09-22T09:46:18.124262",
      "status": "completed"
     },
     "tags": []
@@ -58,13 +58,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8f5d72e",
+   "id": "0877510a",
    "metadata": {
     "papermill": {
-     "duration": 0.002325,
-     "end_time": "2023-09-21T09:46:22.683970",
+     "duration": 0.002692,
+     "end_time": "2023-09-22T09:46:18.145454",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.681645",
+     "start_time": "2023-09-22T09:46:18.142762",
      "status": "completed"
     },
     "tags": []
@@ -76,19 +76,19 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "9abd7902",
+   "id": "7822e7af",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.690524Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.689818Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.707375Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.706716Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.152661Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.151931Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.172432Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.171665Z"
     },
     "papermill": {
-     "duration": 0.02299,
-     "end_time": "2023-09-21T09:46:22.709288",
+     "duration": 0.026542,
+     "end_time": "2023-09-22T09:46:18.174713",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.686298",
+     "start_time": "2023-09-22T09:46:18.148171",
      "status": "completed"
     },
     "tags": []
@@ -103,13 +103,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47d6f75b",
+   "id": "02b9e4e1",
    "metadata": {
     "papermill": {
-     "duration": 0.002436,
-     "end_time": "2023-09-21T09:46:22.714242",
+     "duration": 0.002818,
+     "end_time": "2023-09-22T09:46:18.180413",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.711806",
+     "start_time": "2023-09-22T09:46:18.177595",
      "status": "completed"
     },
     "tags": []
@@ -121,19 +121,19 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "0cdae214",
+   "id": "9f9b330e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.720545Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.720120Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.785444Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.784596Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.187752Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.187063Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.264425Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.263382Z"
     },
     "papermill": {
-     "duration": 0.07147,
-     "end_time": "2023-09-21T09:46:22.788197",
+     "duration": 0.083104,
+     "end_time": "2023-09-22T09:46:18.266392",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.716727",
+     "start_time": "2023-09-22T09:46:18.183288",
      "status": "completed"
     },
     "tags": []
@@ -721,13 +721,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cc62279",
+   "id": "a6b7ad59",
    "metadata": {
     "papermill": {
-     "duration": 0.003206,
-     "end_time": "2023-09-21T09:46:22.795348",
+     "duration": 0.003713,
+     "end_time": "2023-09-22T09:46:18.274158",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.792142",
+     "start_time": "2023-09-22T09:46:18.270445",
      "status": "completed"
     },
     "tags": []
@@ -739,19 +739,19 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "bcabced0",
+   "id": "4c9118a3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.803269Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.802947Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.809308Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.808663Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.283267Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.282669Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.290014Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.289155Z"
     },
     "papermill": {
-     "duration": 0.012406,
-     "end_time": "2023-09-21T09:46:22.810815",
+     "duration": 0.014091,
+     "end_time": "2023-09-22T09:46:18.291802",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.798409",
+     "start_time": "2023-09-22T09:46:18.277711",
      "status": "completed"
     },
     "tags": []
@@ -787,19 +787,19 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "c4ead63c",
+   "id": "e6262a79",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.819090Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.818616Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.872467Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.871730Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.300969Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.300285Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.362472Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.361460Z"
     },
     "papermill": {
-     "duration": 0.06023,
-     "end_time": "2023-09-21T09:46:22.874376",
+     "duration": 0.068789,
+     "end_time": "2023-09-22T09:46:18.364324",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.814146",
+     "start_time": "2023-09-22T09:46:18.295535",
      "status": "completed"
     },
     "tags": []
@@ -1276,13 +1276,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c391041",
+   "id": "4f42e22a",
    "metadata": {
     "papermill": {
-     "duration": 0.003931,
-     "end_time": "2023-09-21T09:46:22.882825",
+     "duration": 0.004387,
+     "end_time": "2023-09-22T09:46:18.373251",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.878894",
+     "start_time": "2023-09-22T09:46:18.368864",
      "status": "completed"
     },
     "tags": []
@@ -1294,19 +1294,19 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "bdc78e27",
+   "id": "41a506d2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.893132Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.892590Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.910505Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.909134Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.385196Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.384513Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.401640Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.400898Z"
     },
     "papermill": {
-     "duration": 0.025163,
-     "end_time": "2023-09-21T09:46:22.912709",
+     "duration": 0.02484,
+     "end_time": "2023-09-22T09:46:18.403598",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.887546",
+     "start_time": "2023-09-22T09:46:18.378758",
      "status": "completed"
     },
     "tags": []
@@ -1327,19 +1327,19 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "e7df5df6",
+   "id": "97ca0889",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-21T09:46:22.922318Z",
-     "iopub.status.busy": "2023-09-21T09:46:22.921886Z",
-     "iopub.status.idle": "2023-09-21T09:46:22.927686Z",
-     "shell.execute_reply": "2023-09-21T09:46:22.926996Z"
+     "iopub.execute_input": "2023-09-22T09:46:18.414244Z",
+     "iopub.status.busy": "2023-09-22T09:46:18.413501Z",
+     "iopub.status.idle": "2023-09-22T09:46:18.419749Z",
+     "shell.execute_reply": "2023-09-22T09:46:18.418985Z"
     },
     "papermill": {
-     "duration": 0.013574,
-     "end_time": "2023-09-21T09:46:22.930286",
+     "duration": 0.013974,
+     "end_time": "2023-09-22T09:46:18.421979",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.916712",
+     "start_time": "2023-09-22T09:46:18.408005",
      "status": "completed"
     },
     "tags": []
@@ -1374,13 +1374,13 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e4248ca8",
+   "id": "b52a5ec6",
    "metadata": {
     "papermill": {
-     "duration": 0.003971,
-     "end_time": "2023-09-21T09:46:22.938223",
+     "duration": 0.004451,
+     "end_time": "2023-09-22T09:46:18.430876",
      "exception": false,
-     "start_time": "2023-09-21T09:46:22.934252",
+     "start_time": "2023-09-22T09:46:18.426425",
      "status": "completed"
     },
     "tags": []
@@ -1409,14 +1409,14 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 2.675728,
-   "end_time": "2023-09-21T09:46:23.261348",
+   "duration": 3.068969,
+   "end_time": "2023-09-22T09:46:18.755511",
    "environment_variables": {},
    "exception": null,
    "input_path": "prepare.ipynb",
    "output_path": "../../working/output/labour-market-prepare.ipynb",
    "parameters": {},
-   "start_time": "2023-09-21T09:46:20.585620",
+   "start_time": "2023-09-22T09:46:15.686542",
    "version": "2.4.0"
   }
  },