diff --git a/scripts/cpi/dvc.lock b/scripts/cpi/dvc.lock
index f68475f8..e1a0684a 100644
--- a/scripts/cpi/dvc.lock
+++ b/scripts/cpi/dvc.lock
@@ -48,8 +48,12 @@ stages:
       size: 129729
     - path: scripts/cpi/prepare.py
       hash: md5
-      md5: eae0eadf2582f5c6398273d08614a390
-      size: 8631
+      md5: baa430f643d94e5596d409b15e943900
+      size: 8605
+    - path: working/upstream/metadata.csv
+      hash: md5
+      md5: e8f918d67dad983a618a80d2185527dc
+      size: 134
     - path: working/upstream/mm23-codes.csv
       hash: md5
       md5: 83bd378b2ba90ee84ca2546ff6f51dc9
diff --git a/scripts/cpi/dvc.yaml b/scripts/cpi/dvc.yaml
index 9b9ce570..9f1db36f 100644
--- a/scripts/cpi/dvc.yaml
+++ b/scripts/cpi/dvc.yaml
@@ -17,6 +17,7 @@ stages:
       - scripts/cpi/prepare.py
       - data/cpi/transformed_cpi.csv
       - working/upstream/mm23-codes.csv
+      - working/upstream/metadata.csv
     outs:
       - data/cpi/indicator.csv:
           cache: false
diff --git a/scripts/cpi/prepare.py b/scripts/cpi/prepare.py
index 993e430b..fafd1dfd 100644
--- a/scripts/cpi/prepare.py
+++ b/scripts/cpi/prepare.py
@@ -4,7 +4,7 @@
 from transform import DATA_DIR as INPUTS_DIR
 from transform import n
 from scripts.util.util import iso_to_named_date
-from scripts.util.metadata import read_meta, filter_for_dataset
+from scripts.util.metadata import read_meta, extract_dates
 
 OUTPUTS_DIR = os.path.realpath(os.path.join('src', '_data', 'sources', 'cpi'))
 CPI_METADATA = os.path.join(OUTPUTS_DIR, 'metadata.json')
@@ -12,9 +12,9 @@
 
 def get_dates():
     # read csv and make a new dataframe
-    metadata = read_meta().pipe(filter_for_dataset, 'MM23')
-    next_update = iso_to_named_date(metadata['next_update'].iloc[0])
-    published = iso_to_named_date(metadata['last_update'].iloc[0])
+    metadata = read_meta().pipe(extract_dates, 'MM23')
+    next_update = iso_to_named_date(metadata['next_update'])
+    published = iso_to_named_date(metadata['last_update'])
     dates = pd.Series(
         data={
             'published': published,
diff --git a/scripts/labour-market/dvc.lock b/scripts/labour-market/dvc.lock
index 69df2d34..82259bda 100644
--- a/scripts/labour-market/dvc.lock
+++ b/scripts/labour-market/dvc.lock
@@ -29,17 +29,21 @@ stages:
       size: 359985
     - path: ../../scripts/util/
       hash: md5
-      md5: c7bb69be54b1e9f9ce79d49e29ead857.dir
-      size: 9655
+      md5: 3727a82e6b3317df98198097a7646dc0.dir
+      size: 9441
       nfiles: 6
+    - path: ../../working/upstream/metadata.csv
+      hash: md5
+      md5: e8f918d67dad983a618a80d2185527dc
+      size: 134
     - path: config.py
       hash: md5
       md5: c9187b99fb9c48a24be707561d15eaa2
       size: 5131
     - path: prepare.ipynb
       hash: md5
-      md5: 8e26694a5328022c4ef105c1eb274952
-      size: 55354
+      md5: a169583bbac0a6b21b631a4f25058bf1
+      size: 55309
     - path: prepare.py
       hash: md5
       md5: 09def7c536dd2fc8644c8100908aaebc
diff --git a/scripts/labour-market/dvc.yaml b/scripts/labour-market/dvc.yaml
index 0bafb244..c46588af 100644
--- a/scripts/labour-market/dvc.yaml
+++ b/scripts/labour-market/dvc.yaml
@@ -22,6 +22,7 @@ stages:
       - config.py
       - ${top}/scripts/util/
       - ${top}/data/labour-market/monthly-rolling.csv
+      - ${top}/working/upstream/metadata.csv
     outs:
       - ${top}/src/_data/sources/labour-market/long_term_unemployed_last_3_years.csv:
           cache: false
diff --git a/scripts/labour-market/prepare.ipynb b/scripts/labour-market/prepare.ipynb
index bb647859..5d9b7444 100644
--- a/scripts/labour-market/prepare.ipynb
+++ b/scripts/labour-market/prepare.ipynb
@@ -21,7 +21,7 @@
    "outputs": [],
    "source": [
     "from prepare import LMS_EXTRACT, DASHBOARD_DIR, create_table, save_files, summarise, labour_market_status_variables, long_term_unemployed_variables\n",
-    "from scripts.util.metadata import read_meta, filter_for_dataset, extract_dates"
+    "from scripts.util.metadata import read_meta, extract_dates"
    ]
   },
   {
@@ -1166,7 +1166,7 @@
     "      long_term_unemployed=long_term_unemployed,\n",
     "      labour_market_status=labour_market_status,\n",
     "    ),\n",
-    "    read_meta().pipe(filter_for_dataset, 'LMS').pipe(extract_dates),\n",
+    "    read_meta().pipe(extract_dates, 'LMS'),\n",
     "])\n",
     "\n",
     "summary.to_json(os.path.join(DASHBOARD_DIR, 'latest.json'), indent=2, date_format='iso')"
diff --git a/scripts/neet/dvc.lock b/scripts/neet/dvc.lock
index 69d6a1f3..13922eef 100644
--- a/scripts/neet/dvc.lock
+++ b/scripts/neet/dvc.lock
@@ -14,6 +14,10 @@ stages:
   transform:
     cmd: papermill transform.ipynb ../../working/output/neet-transform.ipynb
     deps:
+    - path: ../../working/upstream/metadata.csv
+      hash: md5
+      md5: e8f918d67dad983a618a80d2185527dc
+      size: 134
     - path: ../../working/upstream/neet.csv
       hash: md5
       md5: a6d894c2cdc326e9b9d803c8149457c8
diff --git a/scripts/neet/dvc.yaml b/scripts/neet/dvc.yaml
index 621dea77..bda9fc85 100644
--- a/scripts/neet/dvc.yaml
+++ b/scripts/neet/dvc.yaml
@@ -6,6 +6,7 @@ stages:
     deps:
       - transform.ipynb
       - ${top}/working/upstream/neet.csv
+      - ${top}/working/upstream/metadata.csv
     outs:
       - ${top}/data/neet/neet.csv:
           cache: false
diff --git a/scripts/util/metadata.py b/scripts/util/metadata.py
index 599816bb..e39cc67b 100644
--- a/scripts/util/metadata.py
+++ b/scripts/util/metadata.py
@@ -7,19 +7,12 @@
 
 def read_meta():
     # read csv and make a new dataframe
-    metadata = pd.read_csv(METADATA_FILE)
-    metadata.last_update = pd.to_datetime(metadata.last_update, format='ISO8601')
-    metadata.next_update = pd.to_datetime(metadata.next_update, format='ISO8601')
+    metadata = pd.read_csv(METADATA_FILE, parse_dates=['last_update', 'next_update'], index_col=['id'])
     return metadata
 
 
-def filter_for_dataset(metadata, id):
-    metadata = metadata[metadata.id == id].reset_index()
-    return metadata
-
-
-def extract_dates(metadata):
-    return metadata.loc[0, ['last_update', 'next_update']]
+def extract_dates(metadata, id):
+    return metadata.loc[id, ['last_update', 'next_update']]
     # next_update = metadata['next_update'].iloc[0]
     # published = metadata['last_update'].iloc[0]
     # dates = pd.Series(data={'published': published, 'next_update': next_update}, index=['published', 'next_update'])
diff --git a/scripts/vacancies/dvc.lock b/scripts/vacancies/dvc.lock
index 24597044..35e0c402 100644
--- a/scripts/vacancies/dvc.lock
+++ b/scripts/vacancies/dvc.lock
@@ -9,12 +9,16 @@ stages:
       size: 10506
     - path: scripts/util/metadata.py
       hash: md5
-      md5: 4c10007d68898289db269e5da494a0f5
-      size: 911
+      md5: cfc702d76a3920af615dbbf1a9408cfd
+      size: 697
     - path: scripts/vacancies/prepare.py
       hash: md5
-      md5: 714220570380a26716ec2053a008c262
-      size: 5849
+      md5: 3cf43cb424b9c3af8c5b362f36b36325
+      size: 5823
+    - path: working/upstream/metadata.csv
+      hash: md5
+      md5: e8f918d67dad983a618a80d2185527dc
+      size: 134
     - path: working/upstream/vacancies-growth-by-sector.csv
       hash: md5
       md5: 8696accdcce4286973199b89da179271
diff --git a/scripts/vacancies/dvc.yaml b/scripts/vacancies/dvc.yaml
index d7999720..b0486162 100644
--- a/scripts/vacancies/dvc.yaml
+++ b/scripts/vacancies/dvc.yaml
@@ -18,6 +18,7 @@ stages:
       - scripts/util/metadata.py
       - data/vacancies/vacancies_by_date.csv
       - working/upstream/vacancies-growth-by-sector.csv
+      - working/upstream/metadata.csv
     outs:
       - src/_data/sources/vacancies/:
           cache: false
diff --git a/scripts/vacancies/prepare.py b/scripts/vacancies/prepare.py
index 221a2e9e..6c640a8d 100644
--- a/scripts/vacancies/prepare.py
+++ b/scripts/vacancies/prepare.py
@@ -3,7 +3,7 @@
 
 from scripts.util.date import lms_period_to_quarter_label
 from scripts.util.util import iso_to_named_date
-from scripts.util.metadata import read_meta, filter_for_dataset
+from scripts.util.metadata import read_meta, extract_dates
 
 DATA_DIR = os.path.join('src', '_data', 'sources', 'vacancies')
 RAW_DATA_DIR = os.path.realpath(os.path.join('data', 'vacancies'))
@@ -132,9 +132,9 @@ def summarise():
 
 def get_dates():
     # read csv and make a new dataframe
-    metadata = read_meta().pipe(filter_for_dataset, 'LMS')
-    next_update = iso_to_named_date(metadata['next_update'].iloc[0])
-    published = iso_to_named_date(metadata['last_update'].iloc[0])
+    metadata = read_meta().pipe(extract_dates, 'LMS')
+    next_update = iso_to_named_date(metadata['next_update'])
+    published = iso_to_named_date(metadata['last_update'])
     dates = pd.Series(data={'published': published, 'next_update': next_update}, index=[
                       'published', 'next_update'])
     dates.to_json(os.path.join(DATA_DIR, 'metadata.json'), date_format='iso')
diff --git a/working/output/labour-market-prepare.ipynb b/working/output/labour-market-prepare.ipynb
index ecba2207..b551c56f 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": "1dcb703e",
+   "id": "1b3db7b5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:05.753616Z",
-     "iopub.status.busy": "2023-10-12T16:54:05.752818Z",
-     "iopub.status.idle": "2023-10-12T16:54:05.915273Z",
-     "shell.execute_reply": "2023-10-12T16:54:05.914812Z"
+     "iopub.execute_input": "2023-10-16T16:00:35.891036Z",
+     "iopub.status.busy": "2023-10-16T16:00:35.890415Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.041764Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.041381Z"
     },
     "papermill": {
-     "duration": 0.169313,
-     "end_time": "2023-10-12T16:54:05.916332",
+     "duration": 0.161006,
+     "end_time": "2023-10-16T16:00:36.042859",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.747019",
+     "start_time": "2023-10-16T16:00:35.881853",
      "status": "completed"
     },
     "tags": []
@@ -33,19 +33,19 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "aad17674",
+   "id": "e1ab0bf7",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:05.919327Z",
-     "iopub.status.busy": "2023-10-12T16:54:05.919169Z",
-     "iopub.status.idle": "2023-10-12T16:54:05.923186Z",
-     "shell.execute_reply": "2023-10-12T16:54:05.922808Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.046027Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.045833Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.049378Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.049067Z"
     },
     "papermill": {
-     "duration": 0.006235,
-     "end_time": "2023-10-12T16:54:05.923856",
+     "duration": 0.006046,
+     "end_time": "2023-10-16T16:00:36.050170",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.917621",
+     "start_time": "2023-10-16T16:00:36.044124",
      "status": "completed"
     },
     "tags": []
@@ -53,18 +53,18 @@
    "outputs": [],
    "source": [
     "from prepare import LMS_EXTRACT, DASHBOARD_DIR, create_table, save_files, summarise, labour_market_status_variables, long_term_unemployed_variables\n",
-    "from scripts.util.metadata import read_meta, filter_for_dataset, extract_dates"
+    "from scripts.util.metadata import read_meta, extract_dates"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a6b4437e",
+   "id": "9f16ce87",
    "metadata": {
     "papermill": {
-     "duration": 0.000975,
-     "end_time": "2023-10-12T16:54:05.925959",
+     "duration": 0.000996,
+     "end_time": "2023-10-16T16:00:36.052286",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.924984",
+     "start_time": "2023-10-16T16:00:36.051290",
      "status": "completed"
     },
     "tags": []
@@ -76,19 +76,19 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "881244de",
+   "id": "d37a4c40",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:05.928529Z",
-     "iopub.status.busy": "2023-10-12T16:54:05.928369Z",
-     "iopub.status.idle": "2023-10-12T16:54:05.937200Z",
-     "shell.execute_reply": "2023-10-12T16:54:05.936889Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.054942Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.054706Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.063303Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.062980Z"
     },
     "papermill": {
-     "duration": 0.010962,
-     "end_time": "2023-10-12T16:54:05.937924",
+     "duration": 0.010961,
+     "end_time": "2023-10-16T16:00:36.064238",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.926962",
+     "start_time": "2023-10-16T16:00:36.053277",
      "status": "completed"
     },
     "tags": []
@@ -103,13 +103,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a05a90ef",
+   "id": "75f423a8",
    "metadata": {
     "papermill": {
-     "duration": 0.001044,
-     "end_time": "2023-10-12T16:54:05.940094",
+     "duration": 0.001047,
+     "end_time": "2023-10-16T16:00:36.066409",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.939050",
+     "start_time": "2023-10-16T16:00:36.065362",
      "status": "completed"
     },
     "tags": []
@@ -121,19 +121,19 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "642dd6ef",
+   "id": "ed4bfaa2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:05.942857Z",
-     "iopub.status.busy": "2023-10-12T16:54:05.942635Z",
-     "iopub.status.idle": "2023-10-12T16:54:05.970567Z",
-     "shell.execute_reply": "2023-10-12T16:54:05.970276Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.069055Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.068918Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.099127Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.098795Z"
     },
     "papermill": {
-     "duration": 0.030139,
-     "end_time": "2023-10-12T16:54:05.971347",
+     "duration": 0.032867,
+     "end_time": "2023-10-16T16:00:36.100323",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.941208",
+     "start_time": "2023-10-16T16:00:36.067456",
      "status": "completed"
     },
     "tags": []
@@ -721,13 +721,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c84d1e07",
+   "id": "8f585e27",
    "metadata": {
     "papermill": {
-     "duration": 0.001316,
-     "end_time": "2023-10-12T16:54:05.974135",
+     "duration": 0.001908,
+     "end_time": "2023-10-16T16:00:36.104541",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.972819",
+     "start_time": "2023-10-16T16:00:36.102633",
      "status": "completed"
     },
     "tags": []
@@ -739,19 +739,19 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ea53e431",
+   "id": "2262ef99",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:05.977450Z",
-     "iopub.status.busy": "2023-10-12T16:54:05.977199Z",
-     "iopub.status.idle": "2023-10-12T16:54:05.980233Z",
-     "shell.execute_reply": "2023-10-12T16:54:05.979950Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.110143Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.109958Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.114204Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.113661Z"
     },
     "papermill": {
-     "duration": 0.005426,
-     "end_time": "2023-10-12T16:54:05.980868",
+     "duration": 0.008554,
+     "end_time": "2023-10-16T16:00:36.115370",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.975442",
+     "start_time": "2023-10-16T16:00:36.106816",
      "status": "completed"
     },
     "tags": []
@@ -787,19 +787,19 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "de461eb6",
+   "id": "8f314782",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:05.984034Z",
-     "iopub.status.busy": "2023-10-12T16:54:05.983860Z",
-     "iopub.status.idle": "2023-10-12T16:54:06.006422Z",
-     "shell.execute_reply": "2023-10-12T16:54:06.006136Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.121210Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.121003Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.145522Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.145196Z"
     },
     "papermill": {
-     "duration": 0.025,
-     "end_time": "2023-10-12T16:54:06.007205",
+     "duration": 0.028616,
+     "end_time": "2023-10-16T16:00:36.146531",
      "exception": false,
-     "start_time": "2023-10-12T16:54:05.982205",
+     "start_time": "2023-10-16T16:00:36.117915",
      "status": "completed"
     },
     "tags": []
@@ -1276,13 +1276,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96126bf7",
+   "id": "142aab26",
    "metadata": {
     "papermill": {
-     "duration": 0.001569,
-     "end_time": "2023-10-12T16:54:06.010469",
+     "duration": 0.002755,
+     "end_time": "2023-10-16T16:00:36.152085",
      "exception": false,
-     "start_time": "2023-10-12T16:54:06.008900",
+     "start_time": "2023-10-16T16:00:36.149330",
      "status": "completed"
     },
     "tags": []
@@ -1294,19 +1294,19 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "f95cba3f",
+   "id": "eddb4d4c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:06.014235Z",
-     "iopub.status.busy": "2023-10-12T16:54:06.014019Z",
-     "iopub.status.idle": "2023-10-12T16:54:06.020890Z",
-     "shell.execute_reply": "2023-10-12T16:54:06.020577Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.158121Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.157950Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.165693Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.165324Z"
     },
     "papermill": {
-     "duration": 0.009609,
-     "end_time": "2023-10-12T16:54:06.021662",
+     "duration": 0.011559,
+     "end_time": "2023-10-16T16:00:36.166521",
      "exception": false,
-     "start_time": "2023-10-12T16:54:06.012053",
+     "start_time": "2023-10-16T16:00:36.154962",
      "status": "completed"
     },
     "tags": []
@@ -1318,7 +1318,7 @@
     "      long_term_unemployed=long_term_unemployed,\n",
     "      labour_market_status=labour_market_status,\n",
     "    ),\n",
-    "    read_meta().pipe(filter_for_dataset, 'LMS').pipe(extract_dates),\n",
+    "    read_meta().pipe(extract_dates, 'LMS'),\n",
     "])\n",
     "\n",
     "summary.to_json(os.path.join(DASHBOARD_DIR, 'latest.json'), indent=2, date_format='iso')"
@@ -1327,19 +1327,19 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "63d64901",
+   "id": "3c2f8be8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-12T16:54:06.025617Z",
-     "iopub.status.busy": "2023-10-12T16:54:06.025401Z",
-     "iopub.status.idle": "2023-10-12T16:54:06.028009Z",
-     "shell.execute_reply": "2023-10-12T16:54:06.027751Z"
+     "iopub.execute_input": "2023-10-16T16:00:36.171807Z",
+     "iopub.status.busy": "2023-10-16T16:00:36.171533Z",
+     "iopub.status.idle": "2023-10-16T16:00:36.175354Z",
+     "shell.execute_reply": "2023-10-16T16:00:36.174926Z"
     },
     "papermill": {
-     "duration": 0.005338,
-     "end_time": "2023-10-12T16:54:06.028752",
+     "duration": 0.008008,
+     "end_time": "2023-10-16T16:00:36.176434",
      "exception": false,
-     "start_time": "2023-10-12T16:54:06.023414",
+     "start_time": "2023-10-16T16:00:36.168426",
      "status": "completed"
     },
     "tags": []
@@ -1374,13 +1374,13 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "511d2597",
+   "id": "53b97f2c",
    "metadata": {
     "papermill": {
-     "duration": 0.001696,
-     "end_time": "2023-10-12T16:54:06.032190",
+     "duration": 0.0025,
+     "end_time": "2023-10-16T16:00:36.181908",
      "exception": false,
-     "start_time": "2023-10-12T16:54:06.030494",
+     "start_time": "2023-10-16T16:00:36.179408",
      "status": "completed"
     },
     "tags": []
@@ -1409,14 +1409,14 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 1.201943,
-   "end_time": "2023-10-12T16:54:06.250602",
+   "duration": 1.212355,
+   "end_time": "2023-10-16T16:00:36.401112",
    "environment_variables": {},
    "exception": null,
    "input_path": "prepare.ipynb",
    "output_path": "../../working/output/labour-market-prepare.ipynb",
    "parameters": {},
-   "start_time": "2023-10-12T16:54:05.048659",
+   "start_time": "2023-10-16T16:00:35.188757",
    "version": "2.4.0"
   }
  },
diff --git a/working/output/neet-transform.ipynb b/working/output/neet-transform.ipynb
index 90781788..3ba2446b 100644
--- a/working/output/neet-transform.ipynb
+++ b/working/output/neet-transform.ipynb
@@ -3,19 +3,19 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "ac90490b",
+   "id": "18a65e8a",
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-     "iopub.status.busy": "2023-10-16T15:38:22.080036Z",
-     "iopub.status.idle": "2023-10-16T15:38:22.248000Z",
-     "shell.execute_reply": "2023-10-16T15:38:22.247627Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.558018Z",
+     "iopub.status.busy": "2023-10-16T16:00:37.557842Z",
+     "iopub.status.idle": "2023-10-16T16:00:37.721661Z",
+     "shell.execute_reply": "2023-10-16T16:00:37.721307Z"
     },
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-     "end_time": "2023-10-16T15:38:22.248967",
+     "duration": 0.170152,
+     "end_time": "2023-10-16T16:00:37.722666",
      "exception": false,
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+     "start_time": "2023-10-16T16:00:37.552514",
      "status": "completed"
     },
     "tags": []
@@ -34,19 +34,19 @@
   {
    "cell_type": "code",
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-   "id": "f0d30a39",
+   "id": "3522143e",
    "metadata": {
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-     "iopub.execute_input": "2023-10-16T15:38:22.252149Z",
-     "iopub.status.busy": "2023-10-16T15:38:22.251965Z",
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-     "shell.execute_reply": "2023-10-16T15:38:22.254063Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.725833Z",
+     "iopub.status.busy": "2023-10-16T16:00:37.725624Z",
+     "iopub.status.idle": "2023-10-16T16:00:37.727950Z",
+     "shell.execute_reply": "2023-10-16T16:00:37.727700Z"
     },
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      "exception": false,
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      "status": "completed"
     },
     "tags": []
@@ -59,19 +59,19 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "26d52c53",
+   "id": "1ced03aa",
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     "execution": {
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-     "iopub.status.idle": "2023-10-16T15:38:22.259859Z",
-     "shell.execute_reply": "2023-10-16T15:38:22.259579Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.731314Z",
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+     "shell.execute_reply": "2023-10-16T16:00:37.732934Z"
     },
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+     "duration": 0.004143,
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      "exception": false,
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+     "start_time": "2023-10-16T16:00:37.729697",
      "status": "completed"
     },
     "tags": []
@@ -89,19 +89,19 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "5a55135f",
+   "id": "174fe4ac",
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-     "shell.execute_reply": "2023-10-16T15:38:22.268519Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.736529Z",
+     "iopub.status.busy": "2023-10-16T16:00:37.736401Z",
+     "iopub.status.idle": "2023-10-16T16:00:37.741829Z",
+     "shell.execute_reply": "2023-10-16T16:00:37.741509Z"
     },
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-     "end_time": "2023-10-16T15:38:22.269572",
+     "duration": 0.007519,
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      "exception": false,
-     "start_time": "2023-10-16T15:38:22.261681",
+     "start_time": "2023-10-16T16:00:37.734941",
      "status": "completed"
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     "tags": []
@@ -114,19 +114,19 @@
   {
    "cell_type": "code",
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-   "id": "830863d8",
+   "id": "9ff7a84c",
    "metadata": {
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-     "iopub.status.busy": "2023-10-16T15:38:22.272332Z",
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-     "shell.execute_reply": "2023-10-16T15:38:22.273960Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.745259Z",
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      "status": "completed"
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     "tags": []
@@ -145,19 +145,19 @@
   {
    "cell_type": "code",
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-   "id": "a056dd1b",
+   "id": "4462fc37",
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-     "shell.execute_reply": "2023-10-16T15:38:22.279884Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.750965Z",
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+     "start_time": "2023-10-16T16:00:37.748806",
      "status": "completed"
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     "tags": []
@@ -170,19 +170,19 @@
   {
    "cell_type": "code",
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-   "id": "7e1c79d6",
+   "id": "0caf04a4",
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-     "shell.execute_reply": "2023-10-16T15:38:22.285825Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.839625Z",
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@@ -197,19 +197,19 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "620d9a32",
+   "id": "f7df7191",
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-     "shell.execute_reply": "2023-10-16T15:38:22.294667Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.861598Z",
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@@ -223,19 +223,19 @@
   {
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-   "id": "4733c4f0",
+   "id": "2751967b",
    "metadata": {
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-     "shell.execute_reply": "2023-10-16T15:38:22.303261Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.888228Z",
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@@ -248,19 +248,19 @@
   {
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-   "id": "54e4d075",
+   "id": "2d3d9193",
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-     "shell.execute_reply": "2023-10-16T15:38:22.310578Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.903955Z",
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@@ -284,19 +284,19 @@
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-   "id": "9b583db1",
+   "id": "d1726e87",
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-     "shell.execute_reply": "2023-10-16T15:38:22.318260Z"
+     "iopub.execute_input": "2023-10-16T16:00:37.913025Z",
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@@ -333,19 +333,19 @@
   {
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-   "id": "ab813426",
+   "id": "6b9a8619",
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+     "iopub.execute_input": "2023-10-16T16:00:37.921919Z",
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@@ -381,13 +381,13 @@
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-   "id": "afff2e7c",
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@@ -398,13 +398,13 @@
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@@ -433,14 +433,14 @@
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-   "start_time": "2023-10-16T15:38:21.232690",
+   "start_time": "2023-10-16T16:00:36.705224",
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