diff --git a/.codespellrc b/.codespellrc
index 4ee856e..477508c 100644
--- a/.codespellrc
+++ b/.codespellrc
@@ -1,2 +1,2 @@
 [codespell]
-skip = .git/*
+skip = .git/*,*.pdf
diff --git a/.copier-answers.yml b/.copier-answers.yml
index 835da5b..c10d6ad 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,6 +1,6 @@
 # Changes here will be overwritten by Copier
 
-_commit: 0.1.53
+_commit: 0.1.66
 _src_path: git@bbpgitlab.epfl.ch:neuromath/python-template.git
 author_email: ''
 author_name: Blue Brain Project, EPFL
diff --git a/.github/workflows/commitlint.yml b/.github/workflows/commitlint.yml
index ff4859f..14a08fc 100644
--- a/.github/workflows/commitlint.yml
+++ b/.github/workflows/commitlint.yml
@@ -8,12 +8,14 @@ jobs:
   check-pr-title:
     name: Check PR title
     runs-on: ubuntu-latest
+    env:
+      PR_TITLE: ${{ github.event.pull_request.title }}
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-node@v4
         with:
-          node-version: '16'
+          node-version: '20'
       - run: npm install -g --force commitlint @commitlint/cli commitlint-plugin-cleanfeet
       - run: npm install conventional-changelog-conventionalcommits
       - run: touch .git/COMMIT_EDITMSG
-      - run: echo "${{ github.event.pull_request.title }}" | commitlint
+      - run: echo "$PR_TITLE" | commitlint
diff --git a/.github/workflows/publish-sdist.yml b/.github/workflows/publish-sdist.yml
index 85abdf9..362a947 100644
--- a/.github/workflows/publish-sdist.yml
+++ b/.github/workflows/publish-sdist.yml
@@ -11,10 +11,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - name: Set up Python 3.8
+      - name: Set up Python 3.10
         uses: actions/setup-python@v5
         with:
-          python-version: 3.8
+          python-version: "3.10"
       - name: Build a wheel and a source tarball
         run: |
           pip install setuptools>=42 build setuptools_scm[toml]>=3.4
diff --git a/.github/workflows/run-tox.yml b/.github/workflows/run-tox.yml
index 817d12a..d1fe1df 100644
--- a/.github/workflows/run-tox.yml
+++ b/.github/workflows/run-tox.yml
@@ -13,12 +13,12 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
         min_versions: ["min_versions", "latest_versions"]
         exclude:
           - min_versions: "min_versions"
         include:
-          - python-version: "3.8"
+          - python-version: "3.9"
             min_versions: "min_versions"
 
     steps:
@@ -57,7 +57,7 @@ jobs:
         pip install tox
         tox run -e min_versions
     - name: JUnit Report Action
-      uses: mikepenz/action-junit-report@v4
+      uses: mikepenz/action-junit-report@v5
       if: always() # always run even if the previous step fails
       with:
         report_paths: 'reports/pytest-*.xml'
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6fa9e94..6e8187f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,8 +1,6 @@
-default_language_version:
-  python: python3.8
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v5.0.0
     hooks:
       - id: check-added-large-files
       - id: check-case-conflict
@@ -13,22 +11,22 @@ repos:
       - id: end-of-file-fixer
       - id: trailing-whitespace
   - repo: https://github.com/alessandrojcm/commitlint-pre-commit-hook
-    rev: v9.5.0
+    rev: v9.18.0
     hooks:
         - id: commitlint
           stages:
             - commit-msg
           additional_dependencies: ['conventional-changelog-conventionalcommits']
   - repo: https://github.com/pycqa/isort
-    rev: 5.12.0
+    rev: 5.13.2
     hooks:
       - id: isort
   - repo: https://github.com/psf/black
-    rev: 23.9.1
+    rev: 24.10.0
     hooks:
       - id: black
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.5
+    rev: v2.3.0
     hooks:
       - id: codespell
         args: ["-x", ".codespellignorelines"]
@@ -38,6 +36,6 @@ repos:
       - id: pydocstyle
         additional_dependencies: ["tomli"]
   - repo: https://github.com/PyCQA/flake8
-    rev: 6.1.0
+    rev: 7.1.1
     hooks:
       - id: flake8
diff --git a/.pylintrc b/.pylintrc
index 9b10b78..4800d68 100644
--- a/.pylintrc
+++ b/.pylintrc
@@ -2,6 +2,7 @@
 disable=
 	arguments-differ,
 	invalid-name,
+	too-many-positional-arguments
 
 [FORMAT]
 # Regexp for a line that is allowed to be longer than the limit.
diff --git a/.readthedocs.yml b/.readthedocs.yml
index c51d15e..91cce21 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -6,9 +6,9 @@
 version: 2
 
 build:
-  os: ubuntu-20.04
+  os: ubuntu-22.04
   tools:
-    python: "3.9"
+    python: "3.11"
 
 sphinx:
   configuration: docs/source/conf.py
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index aed9db3..2a85dfb 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -59,7 +59,7 @@ When you wish to contribute to the code base, please consider the following guid
   or
 
   ```shell
-  tox -e py38 -e lint -e docs -e check-packaging
+  tox run -e py39,lint,docs,check-packaging
   ```
 
 * Commit your changes using a descriptive commit message.
diff --git a/data_validation_framework/__init__.py b/data_validation_framework/__init__.py
index a7c3263..327b602 100644
--- a/data_validation_framework/__init__.py
+++ b/data_validation_framework/__init__.py
@@ -2,6 +2,7 @@
 
 Simple framework to create data validation workflows.
 """
+
 import importlib.metadata
 
 from data_validation_framework import result  # noqa
diff --git a/data_validation_framework/report.py b/data_validation_framework/report.py
index 9ace5c9..1b8b6b7 100644
--- a/data_validation_framework/report.py
+++ b/data_validation_framework/report.py
@@ -1,4 +1,5 @@
 """Specific tasks."""
+
 import copy
 import json
 import logging
diff --git a/data_validation_framework/result.py b/data_validation_framework/result.py
index abb60b1..1f85b35 100644
--- a/data_validation_framework/result.py
+++ b/data_validation_framework/result.py
@@ -1,4 +1,5 @@
 """Util functions."""
+
 import logging
 import warnings
 from copy import deepcopy
diff --git a/data_validation_framework/rst_tools.py b/data_validation_framework/rst_tools.py
index db9f519..b943f29 100644
--- a/data_validation_framework/rst_tools.py
+++ b/data_validation_framework/rst_tools.py
@@ -1,4 +1,5 @@
 """Some tools to generate RST files."""
+
 import re
 import textwrap
 
diff --git a/data_validation_framework/target.py b/data_validation_framework/target.py
index 5032034..011fd8b 100644
--- a/data_validation_framework/target.py
+++ b/data_validation_framework/target.py
@@ -1,4 +1,5 @@
 """Specific targets."""
+
 import warnings
 
 from luigi_tools.target import OutputLocalTarget
diff --git a/data_validation_framework/task.py b/data_validation_framework/task.py
index 2d767ad..d30c1c4 100644
--- a/data_validation_framework/task.py
+++ b/data_validation_framework/task.py
@@ -1,4 +1,5 @@
 """Specific tasks."""
+
 import logging
 import sys
 import time
@@ -19,7 +20,11 @@
 from luigi_tools.parameter import OptionalBoolParameter
 from luigi_tools.task import LogTargetMixin
 from luigi_tools.task import RerunMixin
-from numpy import VisibleDeprecationWarning
+
+try:
+    from numpy import VisibleDeprecationWarning
+except ImportError:  # pragma: no cover
+    from numpy.exceptions import VisibleDeprecationWarning
 
 from data_validation_framework.report import make_report
 from data_validation_framework.result import ValidationResult
@@ -39,7 +44,7 @@ class ValidationError(Exception):
 
 
 class TagResultOutputMixin:
-    """Initialize target prefixes and optionally add a tag to the resut directory.
+    """Initialize target prefixes and optionally add a tag to the result directory.
 
     .. warning::
 
@@ -163,7 +168,7 @@ def inputs(self):
     data_dir = OptionalStrParameter(
         default="data",
         description=(
-            ":str: name of folder to store addittional files created by a task (the provided "
+            ":str: name of folder to store additional files created by a task (the provided "
             "validation function must take this as argument)."
         ),
     )
diff --git a/data_validation_framework/util.py b/data_validation_framework/util.py
index 09dd7ed..984b8e7 100644
--- a/data_validation_framework/util.py
+++ b/data_validation_framework/util.py
@@ -1,4 +1,5 @@
 """Util functions."""
+
 import contextlib
 import logging
 import multiprocessing
@@ -128,7 +129,7 @@ def apply_to_df(df, func, *args, nb_processes=None, redirect_stdout=None, **kwar
             # Start the computation
             results_list = pool.imap(
                 _apply_to_df_internal,
-                zip(chunks, repeat([func] + list(args)), repeat(kwargs)),
+                zip(chunks, repeat([func] + list(args)), repeat(kwargs)),  # pylint: disable=E0606
             )
             pool.close()
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 787dbf1..2b31832 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -14,10 +14,11 @@
 
 # -- Project information -----------------------------------------------------
 
-project = "data-validation-framework"
+project_name = "Data Validation Framework"
+package_name = "data-validation-framework"
 
 # The short X.Y version
-version = metadata.version("data-validation-framework")
+version = metadata.version(package_name)
 
 # The full version, including alpha/beta/rc tags
 release = version
@@ -61,10 +62,10 @@
 # html_static_path = ['_static']
 
 html_theme_options = {
-    "metadata_distribution": "data-validation-framework",
+    "metadata_distribution": package_name,
 }
 
-html_title = "Data Validation Framework"
+html_title = project_name
 
 # If true, links to the reST sources are added to the pages.
 html_show_sourcelink = False
diff --git a/pyproject.toml b/pyproject.toml
index 38acbda..c5f5726 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,10 +10,10 @@ build-backend = "setuptools.build_meta"
 [tool.black]
 line-length = 100
 target-version = [
-    "py38",
     "py39",
     "py310",
     "py311",
+    "py312",
 ]
 
 [tool.pydocstyle]
diff --git a/setup.py b/setup.py
index 550f360..2ae3c36 100644
--- a/setup.py
+++ b/setup.py
@@ -1,4 +1,5 @@
 """Setup for the data-validation-framework package."""
+
 from pathlib import Path
 
 from setuptools import find_namespace_packages
@@ -10,7 +11,7 @@
     "numpy>=1.21",
     "pandas>=1.3",
     "rst2pdf>=0.99",
-    "sphinx>=4,<8",
+    "sphinx>=7.4",
     "tqdm>=4.40",
 ]
 doc_reqs = [
@@ -23,8 +24,8 @@
     "diff_pdf_visually>=1.6.2",
     "pause>=0.2",
     "pytest>=7",
-    "pytest-cov>=3",
-    "pytest-html>=3.1",
+    "pytest-cov>=4.1",
+    "pytest-html>=3.2",
 ]
 
 setup(
@@ -40,7 +41,11 @@
     },
     license="Apache License 2.0",
     packages=find_namespace_packages(include=["data_validation_framework*"]),
-    python_requires=">=3.8",
+    python_requires=">=3.9",
+    use_scm_version=True,
+    setup_requires=[
+        "setuptools_scm",
+    ],
     install_requires=reqs,
     extras_require={
         "docs": doc_reqs,
@@ -54,10 +59,10 @@
         "License :: OSI Approved :: Apache Software License",
         "Programming Language :: Python",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
         "Topic :: Software Development :: Libraries :: Application Frameworks",
         "Topic :: Software Development :: Libraries :: Python Modules",
     ],
diff --git a/tests/__init__.py b/tests/__init__.py
index 6a49c9d..fdd6a02 100644
--- a/tests/__init__.py
+++ b/tests/__init__.py
@@ -1,4 +1,5 @@
 """Tests suite for the data-validation-framework package."""
+
 import re
 from pathlib import Path
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 4d32209..2739ae5 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,4 +1,5 @@
 """Configuration for the pytest test suite."""
+
 # pylint: disable=missing-function-docstring
 import os
 from pathlib import Path
diff --git a/tests/data/test_report/report_latexpdf.pdf b/tests/data/test_report/report_latexpdf.pdf
index 82a2dd0..260f5d7 100644
Binary files a/tests/data/test_report/report_latexpdf.pdf and b/tests/data/test_report/report_latexpdf.pdf differ
diff --git a/tests/data/test_report/report_rst2pdf.pdf b/tests/data/test_report/report_rst2pdf.pdf
index afee63a..4d07867 100644
Binary files a/tests/data/test_report/report_rst2pdf.pdf and b/tests/data/test_report/report_rst2pdf.pdf differ
diff --git a/tests/data/test_report_before_run/report_latexpdf_with_config.pdf b/tests/data/test_report_before_run/report_latexpdf_with_config.pdf
index 2aba29a..dde9830 100644
Binary files a/tests/data/test_report_before_run/report_latexpdf_with_config.pdf and b/tests/data/test_report_before_run/report_latexpdf_with_config.pdf differ
diff --git a/tests/test_result.py b/tests/test_result.py
index 3bba7ae..f8d1961 100644
--- a/tests/test_result.py
+++ b/tests/test_result.py
@@ -1,4 +1,5 @@
 """Test the data_validation_framework.result module."""
+
 import pandas as pd
 import pytest
 
@@ -122,7 +123,6 @@ def test_constructor_ValidationResultSet(self):
         new_df = result.ValidationResultSet(df)
         assert new_df.equals(df)
 
-    @pytest.mark.filterwarnings("ignore::numpy.VisibleDeprecationWarning")
     def test_column_order(self):
         """Check column order."""
         df = result.ValidationResultSet(
diff --git a/tests/test_rst_tools.py b/tests/test_rst_tools.py
index 44c3a28..388a606 100644
--- a/tests/test_rst_tools.py
+++ b/tests/test_rst_tools.py
@@ -1,4 +1,5 @@
 """Test the data_validation_framework.rst_tools module."""
+
 # pylint: disable=missing-class-docstring
 # pylint: disable=missing-function-docstring
 # pylint: disable=redefined-outer-name
diff --git a/tests/test_target.py b/tests/test_target.py
index 1dc5167..72fecd3 100644
--- a/tests/test_target.py
+++ b/tests/test_target.py
@@ -1,4 +1,5 @@
 """Test the data_validation_framework.target module."""
+
 # pylint: disable=missing-function-docstring
 # pylint: disable=redefined-outer-name
 # pylint: disable=unused-argument
diff --git a/tests/test_task.py b/tests/test_task.py
index 3374987..429d672 100644
--- a/tests/test_task.py
+++ b/tests/test_task.py
@@ -1,4 +1,5 @@
 """Test the data_validation_framework.task module."""
+
 # pylint: disable=missing-class-docstring
 # pylint: disable=missing-function-docstring
 # pylint: disable=redefined-outer-name
diff --git a/tests/test_util.py b/tests/test_util.py
index 317027e..2c92d1c 100644
--- a/tests/test_util.py
+++ b/tests/test_util.py
@@ -1,4 +1,5 @@
 """Test the data_validation_framework.util module."""
+
 # pylint: disable=missing-function-docstring
 import os
 import re
diff --git a/tox.ini b/tox.ini
index bc685af..52c0f15 100644
--- a/tox.ini
+++ b/tox.ini
@@ -8,7 +8,8 @@ envlist =
     lint
     docs
     min_versions
-    py{38,39,310,311}
+    py{39,310,311,312}
+    coverage
 
 minversion = 3.18
 
@@ -16,12 +17,7 @@ minversion = 3.18
 extras = test
 setenv =
     COVERAGE_FILE = {env:COVERAGE_FILE:.coverage-{envname}}
-deps =
-    min_versions: Requirements-Builder
 commands =
-    min_versions: requirements-builder --level=min --extras=test -o {envtmpdir}/requirements_min.txt setup.py
-    min_versions: pip install -r {envtmpdir}/requirements_min.txt
-    min_versions: pip freeze
     pytest \
         --basetemp={envtmpdir} \
         --cov={[base]name} \
@@ -34,8 +30,19 @@ commands =
         --html reports/pytest-{envname}.html \
         --junit-xml=reports/pytest-{envname}.xml \
         --self-contained-html \
+        --durations 10 \
+        --durations-min=2.0 \
         {posargs}
 
+[testenv:coverage]
+skip_install = true
+deps = coverage
+allowlist_externals = /bin/bash
+commands =
+    /bin/bash -c 'coverage combine .coverage-py*'
+    coverage xml
+    coverage report
+
 [testenv:check-packaging]
 skip_install = true
 deps =
@@ -46,10 +53,16 @@ commands =
     twine check {envtmpdir}/dist/*
 
 [testenv:min_versions]
-basepython = python3.8
+basepython = python3.9
+deps =
+    Requirements-Builder
+commands_pre =
+    requirements-builder --level=min --extras=test -o {envtmpdir}/requirements_min.txt setup.py
+    pip install -r {envtmpdir}/requirements_min.txt
+    pip freeze
 
 [testenv:lint]
-basepython = python3.8
+basepython = python3.9
 deps =
     pre-commit
     pylint
@@ -58,7 +71,7 @@ commands =
     pylint -j {env:PYLINT_NPROCS:1} {[base]files}
 
 [testenv:format]
-basepython = python3.8
+basepython = python3.9
 skip_install = true
 deps =
     codespell
@@ -78,7 +91,7 @@ commands = make html SPHINXOPTS=-W
 
 [gh-actions]
 python =
-  3.8: py38, lint
-  3.9: py39, docs
+  3.9: py39, lint
   3.10: py310, check-packaging
-  3.11: py311
+  3.11: py311, docs
+  3.12: py312