diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index db0b06e..8195ede 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,26 +1,26 @@
-default_stages: [commit]
+default_stages: [pre-commit]
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.0.1
+    rev: v5.0.0
     hooks:
       - id: trailing-whitespace
       - id: end-of-file-fixer
       - id: check-yaml
 
   - repo: https://github.com/commitizen-tools/commitizen
-    rev: v2.37.0
+    rev: v4.1.0
     hooks:
       - id: commitizen
 
   - repo: https://github.com/adrienverge/yamllint.git
-    rev: v1.26.3
+    rev: v1.35.1
     hooks:
       - id: yamllint
         args: ["-d relaxed"]
 
   - repo: https://github.com/executablebooks/mdformat
-    rev: 0.7.14 # Use the ref you want to point at
+    rev: 0.7.21 # Use the ref you want to point at
     hooks:
       - id: mdformat
         # Optionally add plugins
@@ -29,38 +29,38 @@ repos:
           - mdformat-black
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.18.4
+    rev: 0.30.0
     hooks:
       - id: check-github-workflows
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v2.37.2
+    rev: v3.19.1
     hooks:
       - id: pyupgrade
 
   - repo: https://github.com/psf/black
-    rev: 22.6.0
+    rev: 24.10.0
     hooks:
       - id: black
 
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.225
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.8.6
     hooks:
       - id: ruff
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.5.0
+    rev: 0.8.1
     hooks:
       - id: nbstripout
         args: ["--keep-output"]
 
   - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.6.1
+    rev: 1.9.1
     hooks:
       - id: nbqa-black
       - id: nbqa-ruff
 
   - repo: https://github.com/snakemake/snakefmt
-    rev: v0.6.0
+    rev: v0.10.2
     hooks:
       - id: snakefmt
diff --git a/notebooks/01-spatial-extent.ipynb b/notebooks/01-spatial-extent.ipynb
index 4e04115..205ed6e 100644
--- a/notebooks/01-spatial-extent.ipynb
+++ b/notebooks/01-spatial-extent.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ded8c4e1",
+   "id": "0",
    "metadata": {},
    "source": [
     "# Spatial extent"
@@ -11,7 +11,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9501fba6",
+   "id": "1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5fe50dce",
+   "id": "2",
    "metadata": {
     "tags": [
      "parameters"
@@ -41,7 +41,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b926c6cc",
+   "id": "3",
    "metadata": {},
    "outputs": [
     {
@@ -67,7 +67,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ed2e55a",
+   "id": "4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/notebooks/02-ndvi-raster.ipynb b/notebooks/02-ndvi-raster.ipynb
index f4a67e5..3a64e38 100644
--- a/notebooks/02-ndvi-raster.ipynb
+++ b/notebooks/02-ndvi-raster.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6219ce8d",
+   "id": "0",
    "metadata": {},
    "source": [
     "# NDVI\n",
@@ -14,7 +14,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9550dbcb",
+   "id": "1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -27,7 +27,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5287915f",
+   "id": "2",
    "metadata": {
     "tags": [
      "parameters"
@@ -47,7 +47,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7e9e8066",
+   "id": "3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,7 +58,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe6f8498",
+   "id": "4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -76,7 +76,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8a4f41d6",
+   "id": "5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -89,7 +89,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf92e268",
+   "id": "6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -100,7 +100,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d8ec66fa",
+   "id": "7",
    "metadata": {},
    "outputs": [
     {
@@ -816,7 +816,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "14e87d15",
+   "id": "8",
    "metadata": {},
    "outputs": [
     {
@@ -1418,7 +1418,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a043d0a3",
+   "id": "9",
    "metadata": {},
    "outputs": [
     {
@@ -1918,7 +1918,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cb13d981",
+   "id": "10",
    "metadata": {},
    "outputs": [
     {
@@ -1951,7 +1951,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7e81ead3",
+   "id": "11",
    "metadata": {},
    "outputs": [],
    "source": [