diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 61b2b7c..4dc7d35 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -38,7 +38,7 @@ repos:
         args: [--py37-plus, --add-import, from __future__ import annotations]
 
 -   repo: https://github.com/psf/black
-    rev: 23.12.1
+    rev: 24.1.1
     hooks:
     -   id: black
         args: [--config=pyproject.toml, --verbose]
diff --git a/bidsmreye/__init__.py b/bidsmreye/__init__.py
index a47f02a..48f5608 100644
--- a/bidsmreye/__init__.py
+++ b/bidsmreye/__init__.py
@@ -1,2 +1,3 @@
 """Bidsmreye package."""
+
 from __future__ import annotations
diff --git a/bidsmreye/defaults.py b/bidsmreye/defaults.py
index 4388761..913cd4e 100644
--- a/bidsmreye/defaults.py
+++ b/bidsmreye/defaults.py
@@ -1,4 +1,5 @@
 """Store defaults."""
+
 from __future__ import annotations
 
 
diff --git a/bidsmreye/download.py b/bidsmreye/download.py
index ccd1b3b..ab4ec93 100644
--- a/bidsmreye/download.py
+++ b/bidsmreye/download.py
@@ -1,4 +1,5 @@
 """Download the models from OSF."""
+
 from __future__ import annotations
 
 import argparse
diff --git a/bidsmreye/generalize.py b/bidsmreye/generalize.py
index a1fcdf3..5998bba 100644
--- a/bidsmreye/generalize.py
+++ b/bidsmreye/generalize.py
@@ -1,4 +1,5 @@
 """TODO."""
+
 from __future__ import annotations
 
 import logging
diff --git a/bidsmreye/methods.py b/bidsmreye/methods.py
index 8b46ebc..861c5c8 100644
--- a/bidsmreye/methods.py
+++ b/bidsmreye/methods.py
@@ -1,4 +1,5 @@
 """Write method section."""
+
 from __future__ import annotations
 
 import shutil
diff --git a/bidsmreye/prepare_data.py b/bidsmreye/prepare_data.py
index 74870a2..3db27cc 100644
--- a/bidsmreye/prepare_data.py
+++ b/bidsmreye/prepare_data.py
@@ -1,4 +1,5 @@
 """Run coregistration and extract data."""
+
 from __future__ import annotations
 
 import pickle
diff --git a/bidsmreye/quality_control.py b/bidsmreye/quality_control.py
index fb180a5..01f074a 100644
--- a/bidsmreye/quality_control.py
+++ b/bidsmreye/quality_control.py
@@ -1,4 +1,5 @@
 """TODO."""
+
 from __future__ import annotations
 
 import json