diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 3a626c3a..fa963381 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -4,3 +4,9 @@ updates:
     directory: /
     schedule:
       interval: monthly
+    cooldown:
+      default-days: 10
+    groups:
+      github-actions:
+        patterns:
+          - "*"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6803d787..2c161b5a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -32,7 +32,7 @@ repos:
     hooks:
     - id: validate-pyproject
   - repo: https://github.com/sphinx-contrib/sphinx-lint
-    rev: v1.0.1
+    rev: v1.0.2
     hooks:
     - id: sphinx-lint
       types: [rst]
@@ -43,7 +43,7 @@ repos:
       additional_dependencies: ["toml"]
       entry: isort --profile=black
       name: isort (python)
-  - repo: https://github.com/psf/black
+  - repo: https://github.com/psf/black-pre-commit-mirror
     rev: 25.11.0
     hooks:
     - id: black
diff --git a/docs/clean-prep/tdda.ipynb b/docs/clean-prep/tdda.ipynb
index 4b629d0e..b437f50e 100644
--- a/docs/clean-prep/tdda.ipynb
+++ b/docs/clean-prep/tdda.ipynb
@@ -337,7 +337,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open(\"ignore-iot_constraints.tdda\", \"w\") as f:\n",
+    "with open(\"iot_example.json\", \"w\") as f:\n",
     "    f.write(constraints.to_json())"
    ]
   },
@@ -428,7 +428,7 @@
     }
    ],
    "source": [
-    "cat ignore-iot_constraints.tdda"
+    "cat iot_example.json"
    ]
   },
   {
@@ -630,7 +630,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "v = verify_df(new_df, \"ignore-iot_constraints.tdda\")"
+    "v = verify_df(new_df, \"iot_example.json\")"
    ]
   },
   {
diff --git a/docs/clean-prep/voluptuous.ipynb b/docs/clean-prep/voluptuous.ipynb
index c405541c..37b3ea37 100644
--- a/docs/clean-prep/voluptuous.ipynb
+++ b/docs/clean-prep/voluptuous.ipynb
@@ -27,7 +27,15 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:17.573145Z",
+     "iopub.status.busy": "2025-11-18T22:31:17.572855Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.092601Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.092331Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:17.573125Z"
+    }
+   },
    "outputs": [],
    "source": [
     "import logging\n",
@@ -62,7 +70,15 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.093348Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.093184Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.095343Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.094962Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.093338Z"
+    }
+   },
    "outputs": [],
    "source": [
     "logger = logging.getLogger(0)\n",
@@ -80,7 +96,15 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.095921Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.095827Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.425513Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.424671Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.095914Z"
+    }
+   },
    "outputs": [],
    "source": [
     "sales = pd.read_csv('https://raw.githubusercontent.com/kjam/data-cleaning-101/master/data/sales_data.csv')"
@@ -96,7 +120,15 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.426847Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.426587Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.442451Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.441991Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.426831Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -211,7 +243,15 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.443750Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.443370Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.448128Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.447641Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.443732Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -247,7 +287,15 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.450998Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.450836Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.453121Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.452782Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.450982Z"
+    }
+   },
    "outputs": [],
    "source": [
     "schema = Schema(\n",
@@ -261,7 +309,15 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.453628Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.453552Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.478857Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.478488Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.453621Z"
+    }
+   },
    "outputs": [
     {
      "name": "stderr",
@@ -361,7 +417,15 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.479687Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.479594Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.482224Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.481893Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.479678Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -399,31 +463,55 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.482964Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.482903Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.484745Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.484447Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.482958Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "def ValidDate(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
+    "def valid_date(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
     "    return lambda v: datetime.strptime(v, fmt)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.485394Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.485245Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.487196Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.486926Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.485388Z"
+    }
+   },
    "outputs": [],
    "source": [
     "schema = Schema(\n",
     "    {\n",
-    "        Required(\"timestamp\"): All(ValidDate()),\n",
+    "        Required(\"timestamp\"): All(valid_date()),\n",
     "    },\n",
-    "    extra=ALLOW_EXTRA,\n",
+    "    extra = ALLOW_EXTRA,\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 11,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.487668Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.487587Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.494464Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.494239Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.487661Z"
+    }
+   },
    "outputs": [],
    "source": [
     "error_count = 0\n",
@@ -440,7 +528,15 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.495261Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.495136Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.497949Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.497655Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.495250Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -467,10 +563,18 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.498347Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.498271Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.500405Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.500183Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.498341Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "def ValidDate(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
+    "def valid_date(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
     "    def validation_func(v):\n",
     "        try:\n",
     "            assert datetime.strptime(v, fmt) <= datetime.now()\n",
@@ -483,21 +587,37 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.500793Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.500676Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.502440Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.502172Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.500787Z"
+    }
+   },
    "outputs": [],
    "source": [
     "schema = Schema(\n",
     "    {\n",
-    "        Required(\"timestamp\"): All(ValidDate()),\n",
+    "        Required(\"timestamp\"): All(valid_date()),\n",
     "    },\n",
-    "    extra=ALLOW_EXTRA,\n",
+    "    extra = ALLOW_EXTRA,\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 15,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.502983Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.502885Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.509278Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.508890Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.502974Z"
+    }
+   },
    "outputs": [],
    "source": [
     "error_count = 0\n",
@@ -514,7 +634,15 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-11-18T22:31:18.509964Z",
+     "iopub.status.busy": "2025-11-18T22:31:18.509861Z",
+     "iopub.status.idle": "2025-11-18T22:31:18.512235Z",
+     "shell.execute_reply": "2025-11-18T22:31:18.511993Z",
+     "shell.execute_reply.started": "2025-11-18T22:31:18.509949Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -548,7 +676,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.13"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/docs/data-processing/serialisation-formats/pyproject.toml b/docs/data-processing/serialisation-formats/pyproject.toml
index 7f1f96fc..2d6e0964 100644
--- a/docs/data-processing/serialisation-formats/pyproject.toml
+++ b/docs/data-processing/serialisation-formats/pyproject.toml
@@ -6,14 +6,14 @@
 line-length = 79
 
 [tool.isort]
-atomic=true
-force_grid_wrap=0
-include_trailing_comma=true
-lines_after_imports=2
-lines_between_types=1
-multi_line_output=3
-not_skip="__init__.py"
-use_parentheses=true
+atomic = true
+force_grid_wrap = 0
+include_trailing_comma = true
+lines_after_imports = 2
+lines_between_types = 1
+multi_line_output = 3
+not_skip = "__init__.py"
+use_parentheses = true
 
-known_first_party="jupyter-tutorial"
-known_third_party=["mpi4py", "numpy", "requests"]
+known_first_party = "jupyter-tutorial"
+known_third_party = [ "mpi4py", "numpy", "requests" ]
diff --git a/docs/data-processing/serialisation-formats/toml/pyproject.toml b/docs/data-processing/serialisation-formats/toml/pyproject.toml
index 260bbd2e..732e8efc 100644
--- a/docs/data-processing/serialisation-formats/toml/pyproject.toml
+++ b/docs/data-processing/serialisation-formats/toml/pyproject.toml
@@ -6,14 +6,14 @@
 line-length = 79
 
 [tool.isort]
-atomic=true
-force_grid_wrap=0
-include_trailing_comma=true
-lines_after_imports=2
-lines_between_types=1
-multi_line_output=3
-not_skip="__init__.py"
-use_parentheses=true
+atomic = true
+force_grid_wrap = 0
+include_trailing_comma = true
+lines_after_imports = 2
+lines_between_types = 1
+multi_line_output = 3
+not_skip = "__init__.py"
+use_parentheses = true
 
-known_first_party=["MY_FIRST_MODULE", "MY_SECOND_MODULE"]
-known_third_party=["mpi4py", "numpy", "requests"]
+known_first_party = [ "MY_FIRST_MODULE", "MY_SECOND_MODULE" ]
+known_third_party = [ "mpi4py", "numpy", "requests" ]