diff --git a/.github/workflows/flag-stale-prs.yml b/.github/workflows/flag-stale-prs.yml
index 68f8badc..a029a2a9 100644
--- a/.github/workflows/flag-stale-prs.yml
+++ b/.github/workflows/flag-stale-prs.yml
@@ -1,8 +1,14 @@
-name: Flag Stale PRs
+name: Flag Stale PRs and Issues
 
 on:
   schedule:
     - cron: '0 0 * * *' # Runs every day at midnight
+  workflow_dispatch:
+    inputs:
+      branch:
+        description: 'The branch to run this workflow on'
+        required: true
+        default: 'main'
 
 jobs:
   stale:
@@ -14,4 +20,6 @@ jobs:
           days-before-stale: 7
           stale-pr-message: 'This PR has been marked as stale because it has been open for 7 days with no activity.'
           stale-pr-label: 'stale'
-          only-labels: 'backend, frontend'
+          days-before-issue-stale: 30
+          stale-issue-message: 'This issue has been marked as stale because it has been open for 30 days with no activity.'
+          stale-issue-label: 'stale'
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 99853e5d..bb934b8d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,6 +27,16 @@ repos:
         language: system
         files: ^data/src/Pipfile$
 
+  - repo: https://github.com/jendrikseipp/vulture
+    rev: 'v2.3' # or any later Vulture version
+    hooks:
+      - id: vulture
+        name: vulture (Dead code detection)
+        entry: vulture data/ --exclude=data/src/awkde
+        language: python
+        types: [python]
+        files: ^data/
+
   # JavaScript hooks
   - repo: local
     hooks:
diff --git a/data/pyproject.toml b/data/pyproject.toml
new file mode 100644
index 00000000..0970a1fa
--- /dev/null
+++ b/data/pyproject.toml
@@ -0,0 +1,49 @@
+[tool.pylint]
+ignore = ["awkde/"]
+output-format = "colorized,parseable"
+
+[tool.pylint.'MESSAGES CONTROL']
+disable = ["all"]
+enable = ["duplicate-code"]
+
+[tool.vulture]
+exclude = ["awkde/"]
+make_whitelist = true
+# min_confidence = 80
+sort_by_size = true
+
+[tool.mypy]
+ignore_missing_imports = true
+exclude = 'awkde/'
+
+[tool.ruff]
+# Exclude a variety of commonly ignored directories, plus our own
+exclude = [
+    "awkde/",
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".ipynb_checkpoints",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pyenv",
+    ".pytest_cache",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    ".vscode",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "site-packages",
+    "venv",
+]
diff --git a/data/src/Pipfile b/data/src/Pipfile
index be8a79a7..1bb1af60 100644
--- a/data/src/Pipfile
+++ b/data/src/Pipfile
@@ -31,6 +31,8 @@ libpysal = "*"
 jenkspy = "*"
 pyarrow = "*"
 tqdm = "*"
+vulture = "*"
+pylint = "*"
 
 [dev-packages]
 
diff --git a/data/src/Pipfile.lock b/data/src/Pipfile.lock
index 3498c849..154e84d2 100644
--- a/data/src/Pipfile.lock
+++ b/data/src/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "a62a0481d543897b25642d05de229c01bf6ad1cd2bfd9636515fb47d7f67791a"
+            "sha256": "505ce10a0c0cedd58f603c5d5816895b103253cfdfd5a584bea510104414623d"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -42,11 +42,11 @@
         },
         "anyio": {
             "hashes": [
-                "sha256:c5a275fe5ca0afd788001f58fca1e69e29ce706d746e317d660e21f70c530ef9",
-                "sha256:fdeb095b7cc5a5563175eedd926ec4ae55413bb4be5770c424af0ba46ccb4a78"
+                "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb",
+                "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==4.5.0"
+            "markers": "python_version >= '3.9'",
+            "version": "==4.6.0"
         },
         "argon2-cffi": {
             "hashes": [
@@ -91,6 +91,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.3.0"
         },
+        "astroid": {
+            "hashes": [
+                "sha256:5eba185467253501b62a9f113c263524b4f5d55e1b30456370eed4cdbd6438fd",
+                "sha256:e73d0b62dd680a7c07cb2cd0ce3c22570b044dd01bd994bc3a2dd16c6cbba162"
+            ],
+            "markers": "python_full_version >= '3.9.0'",
+            "version": "==3.3.4"
+        },
         "asttokens": {
             "hashes": [
                 "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24",
@@ -177,19 +185,19 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:3fbf1d5b749c92ed43aa190650979dff9f83790a42522e1e9eefa54c8e44bc4b",
-                "sha256:ecba4362f82e23ef775c72b3e6fdef3ef68443629b79e88886d5088302ffc050"
+                "sha256:b04087afd3570ba540fd293823c77270ec675672af23da9396bd5988a3f8128b",
+                "sha256:c31db992655db233d98762612690cfe60723c9e1503b5709aad92c1c564877bb"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.35.23"
+            "version": "==1.35.26"
         },
         "botocore": {
             "hashes": [
-                "sha256:25b17a9ccba6ad32bb5bf7ba4f52656aa03c1cb29f6b4e438050ee4ad1967a3b",
-                "sha256:cab9ec4e0367b9f33f0bc02c5a29f587b0119ecffd6d125bacee085dcbc8817d"
+                "sha256:0b9dee5e4a3314e251e103585837506b17fcc7485c3c8adb61a9a913f46da1e7",
+                "sha256:19efc3a22c9df77960712b4e203f912486f8bcd3794bff0fd7b2a0f5f1d5712d"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.35.23"
+            "version": "==1.35.26"
         },
         "cachecontrol": {
             "hashes": [
@@ -562,19 +570,19 @@
         },
         "dbt-common": {
             "hashes": [
-                "sha256:c17d4b26a7c5f64fe526735530ce9cee5726831feadbb9dc2ea3711eb90399e1",
-                "sha256:e4a0acf86258edfcf8d744bf3e47d4354108f0b1d8beeaca4d2d277d71d9f9e7"
+                "sha256:06e6fe9c6f7e13a6f1b513f98f7b1d093f1fb9c02cdbebb3b8904ec6746cc8cf",
+                "sha256:cfd9f46e9de4f9c2c95ec70210d1be53ac41e279038d18a7928cbbfd3f9b67af"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.9.0"
+            "version": "==1.10.0"
         },
         "dbt-core": {
             "hashes": [
-                "sha256:a0d7187ff69615613f091b48909b3ab719def643e7ccb74670f76dd482b4933c",
-                "sha256:a155573745b62c892950b20fb8c4947844fa32ccced89d1cea4f5c81e11438b9"
+                "sha256:0786999515f6eb704a0b2337f7d1846fee54eaf74add71e7a1c5f83778fc224f",
+                "sha256:3dc6a5c994cb58a2448e092bf80c071ae2bfa8e3ecdde8fa4bcd45b78c41695d"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.8.6"
+            "version": "==1.8.7"
         },
         "dbt-extractor": {
             "hashes": [
@@ -658,6 +666,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==0.7.1"
         },
+        "dill": {
+            "hashes": [
+                "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca",
+                "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"
+            ],
+            "markers": "python_version >= '3.11'",
+            "version": "==0.3.8"
+        },
         "dsnparse": {
             "hashes": [
                 "sha256:2ac5705b17cb28e8b115053c2d51cf3321dc2041b1d75e2db6157e05146d0fba"
@@ -721,51 +737,57 @@
         },
         "fonttools": {
             "hashes": [
-                "sha256:02569e9a810f9d11f4ae82c391ebc6fb5730d95a0657d24d754ed7763fb2d122",
-                "sha256:0679a30b59d74b6242909945429dbddb08496935b82f91ea9bf6ad240ec23397",
-                "sha256:10f5e6c3510b79ea27bb1ebfcc67048cde9ec67afa87c7dd7efa5c700491ac7f",
-                "sha256:2af40ae9cdcb204fc1d8f26b190aa16534fcd4f0df756268df674a270eab575d",
-                "sha256:32f029c095ad66c425b0ee85553d0dc326d45d7059dbc227330fc29b43e8ba60",
-                "sha256:35250099b0cfb32d799fb5d6c651220a642fe2e3c7d2560490e6f1d3f9ae9169",
-                "sha256:3b3c8ebafbee8d9002bd8f1195d09ed2bd9ff134ddec37ee8f6a6375e6a4f0e8",
-                "sha256:4824c198f714ab5559c5be10fd1adf876712aa7989882a4ec887bf1ef3e00e31",
-                "sha256:5ff7e5e9bad94e3a70c5cd2fa27f20b9bb9385e10cddab567b85ce5d306ea923",
-                "sha256:651390c3b26b0c7d1f4407cad281ee7a5a85a31a110cbac5269de72a51551ba2",
-                "sha256:6e08f572625a1ee682115223eabebc4c6a2035a6917eac6f60350aba297ccadb",
-                "sha256:6ed170b5e17da0264b9f6fae86073be3db15fa1bd74061c8331022bca6d09bab",
-                "sha256:73379d3ffdeecb376640cd8ed03e9d2d0e568c9d1a4e9b16504a834ebadc2dfb",
-                "sha256:75a157d8d26c06e64ace9df037ee93a4938a4606a38cb7ffaf6635e60e253b7a",
-                "sha256:791b31ebbc05197d7aa096bbc7bd76d591f05905d2fd908bf103af4488e60670",
-                "sha256:7b6b35e52ddc8fb0db562133894e6ef5b4e54e1283dff606fda3eed938c36fc8",
-                "sha256:84ec3fb43befb54be490147b4a922b5314e16372a643004f182babee9f9c3407",
-                "sha256:8959a59de5af6d2bec27489e98ef25a397cfa1774b375d5787509c06659b3671",
-                "sha256:9dfdae43b7996af46ff9da520998a32b105c7f098aeea06b2226b30e74fbba88",
-                "sha256:9e6ceba2a01b448e36754983d376064730690401da1dd104ddb543519470a15f",
-                "sha256:9efd176f874cb6402e607e4cc9b4a9cd584d82fc34a4b0c811970b32ba62501f",
-                "sha256:a1c7c5aa18dd3b17995898b4a9b5929d69ef6ae2af5b96d585ff4005033d82f0",
-                "sha256:aae7bd54187e8bf7fd69f8ab87b2885253d3575163ad4d669a262fe97f0136cb",
-                "sha256:b21952c092ffd827504de7e66b62aba26fdb5f9d1e435c52477e6486e9d128b2",
-                "sha256:b96cd370a61f4d083c9c0053bf634279b094308d52fdc2dd9a22d8372fdd590d",
-                "sha256:becc5d7cb89c7b7afa8321b6bb3dbee0eec2b57855c90b3e9bf5fb816671fa7c",
-                "sha256:bee32ea8765e859670c4447b0817514ca79054463b6b79784b08a8df3a4d78e3",
-                "sha256:c6e7170d675d12eac12ad1a981d90f118c06cf680b42a2d74c6c931e54b50719",
-                "sha256:c818c058404eb2bba05e728d38049438afd649e3c409796723dfc17cd3f08749",
-                "sha256:c8696544c964500aa9439efb6761947393b70b17ef4e82d73277413f291260a4",
-                "sha256:c9cd19cf4fe0595ebdd1d4915882b9440c3a6d30b008f3cc7587c1da7b95be5f",
-                "sha256:d4d0096cb1ac7a77b3b41cd78c9b6bc4a400550e21dc7a92f2b5ab53ed74eb02",
-                "sha256:d92d3c2a1b39631a6131c2fa25b5406855f97969b068e7e08413325bc0afba58",
-                "sha256:da33440b1413bad53a8674393c5d29ce64d8c1a15ef8a77c642ffd900d07bfe1",
-                "sha256:e013aae589c1c12505da64a7d8d023e584987e51e62006e1bb30d72f26522c41",
-                "sha256:e128778a8e9bc11159ce5447f76766cefbd876f44bd79aff030287254e4752c4",
-                "sha256:e54f1bba2f655924c1138bbc7fa91abd61f45c68bd65ab5ed985942712864bbb",
-                "sha256:e5b708073ea3d684235648786f5f6153a48dc8762cdfe5563c57e80787c29fbb",
-                "sha256:e8bf06b94694251861ba7fdeea15c8ec0967f84c3d4143ae9daf42bbc7717fe3",
-                "sha256:f08df60fbd8d289152079a65da4e66a447efc1d5d5a4d3f299cdd39e3b2e4a7d",
-                "sha256:f1f8758a2ad110bd6432203a344269f445a2907dc24ef6bccfd0ac4e14e0d71d",
-                "sha256:f677ce218976496a587ab17140da141557beb91d2a5c1a14212c994093f2eae2"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==4.53.1"
+                "sha256:07e005dc454eee1cc60105d6a29593459a06321c21897f769a281ff2d08939f6",
+                "sha256:0a911591200114969befa7f2cb74ac148bce5a91df5645443371aba6d222e263",
+                "sha256:0d1d353ef198c422515a3e974a1e8d5b304cd54a4c2eebcae708e37cd9eeffb1",
+                "sha256:0e88e3018ac809b9662615072dcd6b84dca4c2d991c6d66e1970a112503bba7e",
+                "sha256:1d152d1be65652fc65e695e5619e0aa0982295a95a9b29b52b85775243c06556",
+                "sha256:262705b1663f18c04250bd1242b0515d3bbae177bee7752be67c979b7d47f43d",
+                "sha256:278913a168f90d53378c20c23b80f4e599dca62fbffae4cc620c8eed476b723e",
+                "sha256:301540e89cf4ce89d462eb23a89464fef50915255ece765d10eee8b2bf9d75b2",
+                "sha256:31c32d7d4b0958600eac75eaf524b7b7cb68d3a8c196635252b7a2c30d80e986",
+                "sha256:357cacb988a18aace66e5e55fe1247f2ee706e01debc4b1a20d77400354cddeb",
+                "sha256:37cddd62d83dc4f72f7c3f3c2bcf2697e89a30efb152079896544a93907733bd",
+                "sha256:41bb0b250c8132b2fcac148e2e9198e62ff06f3cc472065dff839327945c5882",
+                "sha256:4aa4817f0031206e637d1e685251ac61be64d1adef111060df84fdcbc6ab6c44",
+                "sha256:4e10d2e0a12e18f4e2dd031e1bf7c3d7017be5c8dbe524d07706179f355c5dac",
+                "sha256:5419771b64248484299fa77689d4f3aeed643ea6630b2ea750eeab219588ba20",
+                "sha256:54471032f7cb5fca694b5f1a0aaeba4af6e10ae989df408e0216f7fd6cdc405d",
+                "sha256:58974b4987b2a71ee08ade1e7f47f410c367cdfc5a94fabd599c88165f56213a",
+                "sha256:58d29b9a294573d8319f16f2f79e42428ba9b6480442fa1836e4eb89c4d9d61c",
+                "sha256:5eb2474a7c5be8a5331146758debb2669bf5635c021aee00fd7c353558fc659d",
+                "sha256:6e37561751b017cf5c40fce0d90fd9e8274716de327ec4ffb0df957160be3bff",
+                "sha256:76ae5091547e74e7efecc3cbf8e75200bc92daaeb88e5433c5e3e95ea8ce5aa7",
+                "sha256:7965af9b67dd546e52afcf2e38641b5be956d68c425bef2158e95af11d229f10",
+                "sha256:7e3b7d44e18c085fd8c16dcc6f1ad6c61b71ff463636fcb13df7b1b818bd0c02",
+                "sha256:7ed7ee041ff7b34cc62f07545e55e1468808691dddfd315d51dd82a6b37ddef2",
+                "sha256:82834962b3d7c5ca98cb56001c33cf20eb110ecf442725dc5fdf36d16ed1ab07",
+                "sha256:8583e563df41fdecef31b793b4dd3af8a9caa03397be648945ad32717a92885b",
+                "sha256:8fa92cb248e573daab8d032919623cc309c005086d743afb014c836636166f08",
+                "sha256:93d458c8a6a354dc8b48fc78d66d2a8a90b941f7fec30e94c7ad9982b1fa6bab",
+                "sha256:957f669d4922f92c171ba01bef7f29410668db09f6c02111e22b2bce446f3285",
+                "sha256:9dc080e5a1c3b2656caff2ac2633d009b3a9ff7b5e93d0452f40cd76d3da3b3c",
+                "sha256:9ef1b167e22709b46bf8168368b7b5d3efeaaa746c6d39661c1b4405b6352e58",
+                "sha256:a7a310c6e0471602fe3bf8efaf193d396ea561486aeaa7adc1f132e02d30c4b9",
+                "sha256:ab774fa225238986218a463f3fe151e04d8c25d7de09df7f0f5fce27b1243dbc",
+                "sha256:ada215fd079e23e060157aab12eba0d66704316547f334eee9ff26f8c0d7b8ab",
+                "sha256:c39287f5c8f4a0c5a55daf9eaf9ccd223ea59eed3f6d467133cc727d7b943a55",
+                "sha256:c9c563351ddc230725c4bdf7d9e1e92cbe6ae8553942bd1fb2b2ff0884e8b714",
+                "sha256:d26732ae002cc3d2ecab04897bb02ae3f11f06dd7575d1df46acd2f7c012a8d8",
+                "sha256:d3b659d1029946f4ff9b6183984578041b520ce0f8fb7078bb37ec7445806b33",
+                "sha256:dd9cc95b8d6e27d01e1e1f1fae8559ef3c02c76317da650a19047f249acd519d",
+                "sha256:e4564cf40cebcb53f3dc825e85910bf54835e8a8b6880d59e5159f0f325e637e",
+                "sha256:e7d82b9e56716ed32574ee106cabca80992e6bbdcf25a88d97d21f73a0aae664",
+                "sha256:e8a4b261c1ef91e7188a30571be6ad98d1c6d9fa2427244c545e2fa0a2494dd7",
+                "sha256:e96bc94c8cda58f577277d4a71f51c8e2129b8b36fd05adece6320dd3d57de8a",
+                "sha256:ed2f80ca07025551636c555dec2b755dd005e2ea8fbeb99fc5cdff319b70b23b",
+                "sha256:f5b8a096e649768c2f4233f947cf9737f8dbf8728b90e2771e2497c6e3d21d13",
+                "sha256:f8e953cc0bddc2beaf3a3c3b5dd9ab7554677da72dfaf46951e193c9653e515a",
+                "sha256:fda582236fee135d4daeca056c8c88ec5f6f6d88a004a79b84a02547c8f57386",
+                "sha256:fdb062893fd6d47b527d39346e0c5578b7957dcea6d6a3b6794569370013d9ac"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.54.1"
         },
         "fqdn": {
             "hashes": [
@@ -885,75 +907,82 @@
         },
         "greenlet": {
             "hashes": [
-                "sha256:01059afb9b178606b4b6e92c3e710ea1635597c3537e44da69f4531e111dd5e9",
-                "sha256:037d9ac99540ace9424cb9ea89f0accfaff4316f149520b4ae293eebc5bded17",
-                "sha256:0e49a65d25d7350cca2da15aac31b6f67a43d867448babf997fe83c7505f57bc",
-                "sha256:13ff8c8e54a10472ce3b2a2da007f915175192f18e6495bad50486e87c7f6637",
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-            "version": "==3.1.0"
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@@ -1049,6 +1078,14 @@
             ],
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@@ -1276,11 +1313,11 @@
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@@ -1442,12 +1479,12 @@
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@@ -1589,6 +1626,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.1.7"
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@@ -2024,11 +2069,11 @@
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@@ -2376,6 +2421,15 @@
             "markers": "python_version >= '3.8'",
             "version": "==2.18.0"
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+            ],
+            "index": "pypi",
+            "markers": "python_full_version >= '3.9.0'",
+            "version": "==3.3.1"
+        },
         "pyogrio": {
             "hashes": [
                 "sha256:019731a856a9abfe909e86f50eb13f8362f6742337caf757c54b7c8acfe75b89",
@@ -3166,6 +3220,14 @@
             "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.2"
         },
+        "tomlkit": {
+            "hashes": [
+                "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde",
+                "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.2"
+        },
         "tornado": {
             "hashes": [
                 "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8",
@@ -3218,11 +3280,11 @@
         },
         "tzdata": {
             "hashes": [
-                "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
-                "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"
+                "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc",
+                "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"
             ],
             "markers": "python_version >= '2'",
-            "version": "==2024.1"
+            "version": "==2024.2"
         },
         "uri-template": {
             "hashes": [
@@ -3247,6 +3309,15 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.26.20"
         },
+        "vulture": {
+            "hashes": [
+                "sha256:68ee4c4ce0128bb504dc7c2df4244c97ef5a2e29af42f27a976a6e30906e993a",
+                "sha256:c35e98e992eb84b01cdadbfeb0aca2d44363e7dfe6c19416f65001ae69360ccc"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==2.12"
+        },
         "wcwidth": {
             "hashes": [
                 "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
diff --git a/data/src/test/test_data_utils.py b/data/src/test/test_data_utils.py
index ab8ed8df..2a31fd58 100644
--- a/data/src/test/test_data_utils.py
+++ b/data/src/test/test_data_utils.py
@@ -68,6 +68,8 @@ def test_park_priority(
             b'<html><a href="https://example.com/shapefile.zip">Shapefile</a></html>'
         )
 
+        # test comment to see how vulture config works in precommit hook
+
         # Second call to requests.get (actual shapefile download)
         mock_zip_content = BytesIO()
         with zipfile.ZipFile(mock_zip_content, "w") as zf: