diff --git a/.gitignore b/.gitignore
index cf40b51c..47964111 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,10 +1,31 @@
-.vscode
+# Some categories and items copied from https://github.com/github/gitignore/blob/main/Python.gitignore
+
+# Byte-compiled / optimized / DLL files
 __pycache__
-**.ipynb
 
-.idea
-venv
-.env
+# Distribution / packaging
+.Python
+build/
+dist/
+sdist/
+*.egg-info/
+site/
+
+# Unit test / coverage reports
 .coverage
 coverage.xml
-AntaresWebDesktop
+.tox/
+
+# Environments
+.env
+.venv
+env/
+venv/
+
+# Jupyter notebooks
+**.ipynb
+
+# Other
+.vscode
+.idea
+AntaresWebDesktop/
diff --git a/README.md b/README.md
index bf4656b6..d3b49718 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,46 @@
-Antares Craft python library is currently under construction. When completed it will allow to create, update and read antares studies.
+# antares_craft
+[![github ci](https://github.com/AntaresSimulatorTeam/antares_craft/actions/workflows/ci.yml/badge.svg)](https://github.com/AntaresSimulatorTeam/antares_craft/actions/workflows/ci.yml)
+
+## about
+
+Antares Craft python library is currently under construction. When completed it will allow to create, update and read 
+antares studies.
 
 This project only supports antares studies with a version v8.8 or higher.
 
-To reformat your code, use this command line : `ruff check src/ tests/ --fix && ruff format src/ tests/`
+## developers
+### install dev requirements
+
+Install dev requirements with `pip install -r requirements-dev.txt`
+
+### linting and formatting
+
+To reformat your code, use this command line: `ruff check src/ tests/ --fix && ruff format src/ tests/`
 
-To launch integration tests you'll need an AntaresWebDesktop instance on your local env (at least the v.2.17.3, **currently running in 2.17.5**).  
-To install it, download it from the last [Antares Web release](https://github.com/AntaresSimulatorTeam/AntaREST/releases) (inside the assets list).  
+### typechecking
+
+To typecheck your code, use this command line: `mypy`
+
+### integration testing
+
+To launch integration tests you'll need an AntaresWebDesktop instance on your local env (at least the v.2.17.3, 
+**currently running in 2.17.5**).  
+To install it, download it from the last [Antares Web release](https://github.com/AntaresSimulatorTeam/AntaREST/releases) 
+(inside the assets list).  
 Then, unzip it at the root of this repository and rename the folder `AntaresWebDesktop`.  
 *NB*: The expected folder structure is the following: `antares_craft/AntaresWebDesktop/config.yaml`
+
+### tox
+To use [tox](https://tox.wiki/) to run unit tests in multiple python versions at the same time as linting and formatting
+with ruff and typing with mypy:  
+1) As the dev requirements include [uv](https://docs.astral.sh/uv/) and `tox-uv` there is no need to install python 
+versions, `uv` will do this for you.  
+2) Use `tox -p` to run the environments in parallel to save time, this will create virtual environment with the 
+necessary python versions the first time you run tox.
+
+### mkdocs
+Smallest beginning of `mkdocs` included more as proof of concept than anything, theme and logo copied from [Antares 
+Simulator](https://github.com/AntaresSimulatorTeam/Antares_Simulator).  
+1) To preview the docs on your local machine run `mkdocs serve`.  
+2) To build the static site for publishing for example on [Read the Docs](https://readthedocs.io) use `mkdocs build`.
+3) To flesh out the documentation see [mkdoc guides](https://www.mkdocs.org/user-guide/).
diff --git a/docs/assets/Icone.png b/docs/assets/Icone.png
new file mode 100644
index 00000000..597698ea
Binary files /dev/null and b/docs/assets/Icone.png differ
diff --git a/docs/assets/antares.png b/docs/assets/antares.png
new file mode 100644
index 00000000..0115f089
Binary files /dev/null and b/docs/assets/antares.png differ
diff --git a/docs/assets/logo.png b/docs/assets/logo.png
new file mode 100644
index 00000000..1bd09417
Binary files /dev/null and b/docs/assets/logo.png differ
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 00000000..d3b49718
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,46 @@
+# antares_craft
+[![github ci](https://github.com/AntaresSimulatorTeam/antares_craft/actions/workflows/ci.yml/badge.svg)](https://github.com/AntaresSimulatorTeam/antares_craft/actions/workflows/ci.yml)
+
+## about
+
+Antares Craft python library is currently under construction. When completed it will allow to create, update and read 
+antares studies.
+
+This project only supports antares studies with a version v8.8 or higher.
+
+## developers
+### install dev requirements
+
+Install dev requirements with `pip install -r requirements-dev.txt`
+
+### linting and formatting
+
+To reformat your code, use this command line: `ruff check src/ tests/ --fix && ruff format src/ tests/`
+
+### typechecking
+
+To typecheck your code, use this command line: `mypy`
+
+### integration testing
+
+To launch integration tests you'll need an AntaresWebDesktop instance on your local env (at least the v.2.17.3, 
+**currently running in 2.17.5**).  
+To install it, download it from the last [Antares Web release](https://github.com/AntaresSimulatorTeam/AntaREST/releases) 
+(inside the assets list).  
+Then, unzip it at the root of this repository and rename the folder `AntaresWebDesktop`.  
+*NB*: The expected folder structure is the following: `antares_craft/AntaresWebDesktop/config.yaml`
+
+### tox
+To use [tox](https://tox.wiki/) to run unit tests in multiple python versions at the same time as linting and formatting
+with ruff and typing with mypy:  
+1) As the dev requirements include [uv](https://docs.astral.sh/uv/) and `tox-uv` there is no need to install python 
+versions, `uv` will do this for you.  
+2) Use `tox -p` to run the environments in parallel to save time, this will create virtual environment with the 
+necessary python versions the first time you run tox.
+
+### mkdocs
+Smallest beginning of `mkdocs` included more as proof of concept than anything, theme and logo copied from [Antares 
+Simulator](https://github.com/AntaresSimulatorTeam/Antares_Simulator).  
+1) To preview the docs on your local machine run `mkdocs serve`.  
+2) To build the static site for publishing for example on [Read the Docs](https://readthedocs.io) use `mkdocs build`.
+3) To flesh out the documentation see [mkdoc guides](https://www.mkdocs.org/user-guide/).
diff --git a/docs/quickstart.md b/docs/quickstart.md
new file mode 100644
index 00000000..9b302519
--- /dev/null
+++ b/docs/quickstart.md
@@ -0,0 +1,10 @@
+# Reference
+
+To start using Antares Craft create a study using either the API or local modes, you can then build on the created object to add study elements as you go:
+
+Exemple:
+
+    study = create_study_local("test_study", 880, {"local_path": "test_study", "study_name": "test_study"})
+
+
+::: src.antares.model.study
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 00000000..5acc9b1f
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,34 @@
+site_name: Antares Craft
+repo_url: https://github.com/AntaresSimulatorTeam/antares_craft
+nav:
+  - Home: index.md
+  - Quickstart: quickstart.md
+theme:
+  name: material
+  logo: assets/logo.png
+  favicon: assets/Icone.png
+  prev_next_buttons_location: none
+#  custom_dir: docs/overrides
+  features:
+    - navigation.instant
+    - navigation.top
+    - content.tabs.link
+  # - navigation.expand
+  #  - navigation.sections
+  #   - header.autohide
+  #   - toc.separate
+  palette:
+    - media: "(prefers-color-scheme: light)"
+      scheme: antares
+      toggle:
+        icon: material/toggle-switch-off-outline
+        name: Switch to dark mode
+    - media: "(prefers-color-scheme: dark)"
+      scheme: slate
+      toggle:
+        icon: material/toggle-switch
+        name: Switch to light mode
+
+plugins:
+- search
+- mkdocstrings
diff --git a/pyproject.toml b/pyproject.toml
index d2f25a6a..4b611495 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,13 +5,35 @@ build-backend = "setuptools.build_meta"
 [project]
 name = "antares_craft"
 version = "0.0.1"
+description = """Antares Craft python library is currently under construction. When completed it will allow to \
+create, update and read antares studies."""
+readme = "README.md"
+license = {file = "LICENSE"}
+authors = [
+    {name="Sylvain Leclerc"},
+    {name="Tatiana Vargas"},
+    {name="Martin Behlthle"},
+    {name="Sigurd Borge"}
+]
+requires-python = ">=3.9"
 dependencies = [
 
 ]
+classifiers = [
+#    Classifiers here: https://pypi.org/classifiers/
+    "Development Status :: 2 - Pre-Alpha",
+    "License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+]
 
+[project.urls]
+Repository = "https://github.com/AntaresSimulatorTeam/antares_craft"
+"Bug Tracker" = "https://github.com/AntaresSimulatorTeam/antares_craft/issues"
+
+# Setuptools
 [tool.setuptools.packages.find]
-# All the following settings are optional:
+## All the following settings are optional:
 where = ["src"]
-
-[tool.ruff]
-line-length = 120
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 8c6696a4..dde65207 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,10 +1,10 @@
 absl-py~=1.4.0
+click~=8.1.7
+configparser~=5.0.2
 numpy~=1.26.4
-requests~=2.31.0
 pandas~=2.2.2
 pandas-stubs~=2.2.2
+pydantic~=2.7.1
 pytest~=7.2.1
 python-dateutil~=2.9.0
-pydantic~=2.7.1
-configparser~=5.0.2
-click~=8.1.7
+requests~=2.31.0
diff --git a/src/antares/api_conf/request_wrapper.py b/src/antares/api_conf/request_wrapper.py
index 0f86f41d..21924a95 100644
--- a/src/antares/api_conf/request_wrapper.py
+++ b/src/antares/api_conf/request_wrapper.py
@@ -12,13 +12,20 @@
 
 import json
 
-from typing import Any, Dict, Optional, Union
+from typing import Any, Iterable, Mapping, Optional, Union
 
 import requests
 
 from antares.exceptions.exceptions import APIError
 
-DATA_TYPE = Union[str, bytes, Dict[str, Any], None]
+DATA_TYPE = Union[
+    Iterable[bytes],
+    str,
+    bytes,
+    list[tuple[Any, Any]],
+    tuple[tuple[Any, Any], ...],
+    Mapping[Any, Any],
+]
 
 
 def _handle_exceptions(response: requests.Response) -> requests.Response:
diff --git a/src/antares/service/api_services/renewable_api.py b/src/antares/service/api_services/renewable_api.py
index 35892b50..4bc42039 100644
--- a/src/antares/service/api_services/renewable_api.py
+++ b/src/antares/service/api_services/renewable_api.py
@@ -16,11 +16,7 @@
 
 from antares.api_conf.api_conf import APIconf
 from antares.api_conf.request_wrapper import RequestWrapper
-from antares.exceptions.exceptions import (
-    APIError,
-    RenewableMatrixDownloadError,
-    RenewablePropertiesUpdateError,
-)
+from antares.exceptions.exceptions import APIError, RenewableMatrixDownloadError, RenewablePropertiesUpdateError
 from antares.model.renewable import RenewableCluster, RenewableClusterProperties
 from antares.service.api_services.utils import get_matrix
 from antares.service.base_services import BaseRenewableService
@@ -64,9 +60,6 @@ def get_renewable_matrix(self, renewable: RenewableCluster) -> pd.DataFrame:
                 / f"{renewable.name}"
                 / "series"
             )
-            return get_matrix(
-                f"{self._base_url}/studies/{self.study_id}/raw?path={path}",
-                self._wrapper,
-            )
+            return get_matrix(f"{self._base_url}/studies/{self.study_id}/raw?path={path}", self._wrapper)
         except APIError as e:
             raise RenewableMatrixDownloadError(renewable.area_id, renewable.name, e.message) from e
diff --git a/src/antares/service/base_services.py b/src/antares/service/base_services.py
index 428cf206..4a1b02ad 100644
--- a/src/antares/service/base_services.py
+++ b/src/antares/service/base_services.py
@@ -137,10 +137,7 @@ def create_load(self, area: Area, series: Optional[pd.DataFrame]) -> Load:
 
     @abstractmethod
     def create_st_storage(
-        self,
-        area_id: str,
-        st_storage_name: str,
-        properties: Optional[STStorageProperties] = None,
+        self, area_id: str, st_storage_name: str, properties: Optional[STStorageProperties] = None
     ) -> STStorage:
         """
         Args:
diff --git a/tests/antares/delete/test_delete_api.py b/tests/antares/delete/test_delete_api.py
index 24e423cb..f222c7ba 100644
--- a/tests/antares/delete/test_delete_api.py
+++ b/tests/antares/delete/test_delete_api.py
@@ -30,9 +30,7 @@
 from antares.model.st_storage import STStorage
 from antares.model.thermal import ThermalCluster
 from antares.service.api_services.area_api import AreaApiService
-from antares.service.api_services.binding_constraint_api import (
-    BindingConstraintApiService,
-)
+from antares.service.api_services.binding_constraint_api import BindingConstraintApiService
 from antares.service.api_services.link_api import LinkApiService
 from antares.service.api_services.renewable_api import RenewableApiService
 from antares.service.api_services.st_storage_api import ShortTermStorageApiService
@@ -63,11 +61,7 @@ def test_delete_area_success(self):
     def test_delete_area_fails(self):
         with requests_mock.Mocker() as mocker:
             url = f"https://antares.com/api/v1/studies/{self.study_id}/areas/{self.area_fr.id}"
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 AreaDeletionError,
                 match=f"Could not delete the area {self.area_fr.id}: {self.antares_web_description_msg}",
@@ -85,11 +79,7 @@ def test_delete_link_fails(self):
         with requests_mock.Mocker() as mocker:
             link = Link(self.area_fr, self.area_be, self.link_service)
             url = f"https://antares.com/api/v1/studies/{self.study_id}/links/{self.area_fr.id}/{self.area_be.id}"
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 LinkDeletionError,
                 match=f"Could not delete the link {self.area_fr.id} / {self.area_be.id}: {self.antares_web_description_msg}",
@@ -108,11 +98,7 @@ def test_delete_thermal_fails(self):
             cluster1 = ThermalCluster(self.thermal_service, self.area_fr.id, "gaz_cluster")
             cluster2 = ThermalCluster(self.thermal_service, self.area_fr.id, "gaz_cluster_2")
             url = f"https://antares.com/api/v1/studies/{self.study_id}/areas/{self.area_fr.id}/clusters/thermal"
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 ThermalDeletionError,
                 match=f"Could not delete the following thermal clusters: gaz_cluster, gaz_cluster_2 inside area fr: {self.antares_web_description_msg}",
@@ -130,11 +116,7 @@ def test_delete_renewable_fails(self):
         with requests_mock.Mocker() as mocker:
             cluster = RenewableCluster(self.renewable_service, self.area_fr.id, "gaz_cluster")
             url = f"https://antares.com/api/v1/studies/{self.study_id}/areas/{self.area_fr.id}/clusters/renewable"
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 RenewableDeletionError,
                 match=f"Could not delete the following renewable clusters: gaz_cluster inside area fr: {self.antares_web_description_msg}",
@@ -152,11 +134,7 @@ def test_delete_st_storage_fails(self):
         with requests_mock.Mocker() as mocker:
             storage = STStorage(self.st_storage_service, self.area_fr.id, "battery_fr")
             url = f"https://antares.com/api/v1/studies/{self.study_id}/areas/{self.area_fr.id}/storages"
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 STStorageDeletionError,
                 match=f"Could not delete the following short term storages: battery_fr inside area fr: {self.antares_web_description_msg}",
@@ -176,11 +154,7 @@ def test_delete_binding_constraint_fails(self):
             constraint_id = "bc_1"
             constraint = BindingConstraint(constraint_id, self.constraint_service)
             url = f"https://antares.com/api/v1/studies/{self.study_id}/bindingconstraints/{constraint_id}"
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 BindingConstraintDeletionError,
                 match=f"Could not delete the binding constraint {constraint_id}: {self.antares_web_description_msg}",
@@ -204,11 +178,7 @@ def test_delete_constraint_terms_fails(self):
             url = (
                 f"https://antares.com/api/v1/studies/{self.study_id}/bindingconstraints/{constraint_id}/term/{term_id}"
             )
-            mocker.delete(
-                url,
-                json={"description": self.antares_web_description_msg},
-                status_code=404,
-            )
+            mocker.delete(url, json={"description": self.antares_web_description_msg}, status_code=404)
             with pytest.raises(
                 ConstraintTermDeletionError,
                 match=f"Could not delete the term {term_id} of the binding constraint {constraint_id}: {self.antares_web_description_msg}",
diff --git a/tests/integration/__init__.py b/tests/integration/__init__.py
new file mode 100644
index 00000000..befa122e
--- /dev/null
+++ b/tests/integration/__init__.py
@@ -0,0 +1,12 @@
+# Copyright (c) 2024, RTE (https://www.rte-france.com)
+#
+# See AUTHORS.txt
+#
+# This Source Code Form is subject to the terms of the Mozilla Public
+# License, v. 2.0. If a copy of the MPL was not distributed with this
+# file, You can obtain one at http://mozilla.org/MPL/2.0/.
+#
+# SPDX-License-Identifier: MPL-2.0
+#
+# This file is part of the Antares project.
+
diff --git a/tests/integration/antares_web_desktop.py b/tests/integration/antares_web_desktop.py
index 47373e2c..81f5fa49 100644
--- a/tests/integration/antares_web_desktop.py
+++ b/tests/integration/antares_web_desktop.py
@@ -33,13 +33,7 @@ def __init__(self):
             executable_path = antares_web_desktop_path / "AntaresWeb" / "AntaresWebServer"
         else:
             executable_path = antares_web_desktop_path / "AntaresWeb" / "AntaresWebServer.exe"
-        args = [
-            str(executable_path),
-            "-c",
-            str(config_path),
-            "--auto-upgrade-db",
-            "--no-front",
-        ]
+        args = [str(executable_path), "-c", str(config_path), "--auto-upgrade-db", "--no-front"]
         self.desktop_path = antares_web_desktop_path
         self.host = "127.0.0.1"
         self.port = 8080
diff --git a/tests/integration/test_web_client.py b/tests/integration/test_web_client.py
index e04e496c..f42620c0 100644
--- a/tests/integration/test_web_client.py
+++ b/tests/integration/test_web_client.py
@@ -23,33 +23,17 @@
     STStorageMatrixUploadError,
 )
 from antares.model.area import AdequacyPatchMode, AreaProperties, AreaUi, FilterOption
-from antares.model.binding_constraint import (
-    BindingConstraintProperties,
-    ClusterData,
-    ConstraintTerm,
-    LinkData,
-)
+from antares.model.binding_constraint import BindingConstraintProperties, ClusterData, ConstraintTerm, LinkData
 from antares.model.link import LinkProperties, LinkStyle, LinkUi
-from antares.model.renewable import (
-    RenewableClusterGroup,
-    RenewableClusterProperties,
-    TimeSeriesInterpretation,
-)
+from antares.model.renewable import RenewableClusterGroup, RenewableClusterProperties, TimeSeriesInterpretation
 from antares.model.settings import GeneralProperties, PlaylistData, StudySettings
-from antares.model.settings.advanced_parameters import (
-    AdvancedProperties,
-    UnitCommitmentMode,
-)
+from antares.model.settings.advanced_parameters import AdvancedProperties, UnitCommitmentMode
 from antares.model.settings.general import Mode
-from antares.model.st_storage import (
-    STStorageGroup,
-    STStorageMatrixName,
-    STStorageProperties,
-)
+from antares.model.st_storage import STStorageGroup, STStorageMatrixName, STStorageProperties
 from antares.model.study import create_study_api
 from antares.model.thermal import ThermalClusterGroup, ThermalClusterProperties
 
-from tests.integration.antares_web_desktop import AntaresWebDesktop
+from integration.antares_web_desktop import AntaresWebDesktop
 
 
 # todo add integration tests for matrices
@@ -99,19 +83,12 @@ def test_creation_lifecycle(self):
             properties = AreaProperties()
             properties.energy_cost_spilled = 100
             properties.adequacy_patch_mode = AdequacyPatchMode.INSIDE
-            properties.filter_synthesis = [
-                FilterOption.HOURLY,
-                FilterOption.DAILY,
-                FilterOption.HOURLY,
-            ]
+            properties.filter_synthesis = [FilterOption.HOURLY, FilterOption.DAILY, FilterOption.HOURLY]
             area_name = "DE"
             area_de = study.create_area(area_name, properties=properties)
             assert area_de.properties.energy_cost_spilled == 100
             assert area_de.properties.adequacy_patch_mode == AdequacyPatchMode.INSIDE
-            assert area_de.properties.filter_synthesis == {
-                FilterOption.HOURLY,
-                FilterOption.DAILY,
-            }
+            assert area_de.properties.filter_synthesis == {FilterOption.HOURLY, FilterOption.DAILY}
 
             # tests link creation with default values
             link_de_fr = study.create_link(area_from=area_de, area_to=area_fr)
@@ -123,26 +100,14 @@ def test_creation_lifecycle(self):
             link_ui = LinkUi(colorr=44)
             link_properties = LinkProperties(hurdles_cost=True)
             link_properties.filter_year_by_year = [FilterOption.HOURLY]
-            link_be_fr = study.create_link(
-                area_from=area_be,
-                area_to=area_fr,
-                ui=link_ui,
-                properties=link_properties,
-            )
+            link_be_fr = study.create_link(area_from=area_be, area_to=area_fr, ui=link_ui, properties=link_properties)
             assert link_be_fr.ui.colorr == 44
             assert link_be_fr.properties.hurdles_cost
             assert link_be_fr.properties.filter_year_by_year == {FilterOption.HOURLY}
 
             # asserts study contains all links and areas
-            assert study.get_areas() == {
-                area_be.id: area_be,
-                area_fr.id: area_fr,
-                area_de.id: area_de,
-            }
-            assert study.get_links() == {
-                link_be_fr.name: link_be_fr,
-                link_de_fr.name: link_de_fr,
-            }
+            assert study.get_areas() == {area_be.id: area_be, area_fr.id: area_fr, area_de.id: area_de}
+            assert study.get_links() == {link_be_fr.name: link_be_fr, link_de_fr.name: link_de_fr}
 
             # test thermal cluster creation with default values
             thermal_name = "Cluster_test %?"
@@ -242,20 +207,11 @@ def test_creation_lifecycle(self):
 
             # asserts areas contains the clusters + short term storages
             assert area_be.get_thermals() == {thermal_be.id: thermal_be}
-            assert area_fr.get_thermals() == {
-                thermal_fr.id: thermal_fr,
-                thermal_value_be.id: thermal_value_be,
-            }
+            assert area_fr.get_thermals() == {thermal_fr.id: thermal_fr, thermal_value_be.id: thermal_value_be}
             assert area_be.get_renewables() == {}
-            assert area_fr.get_renewables() == {
-                renewable_onshore.id: renewable_onshore,
-                renewable_fr.id: renewable_fr,
-            }
+            assert area_fr.get_renewables() == {renewable_onshore.id: renewable_onshore, renewable_fr.id: renewable_fr}
             assert area_be.get_st_storages() == {}
-            assert area_fr.get_st_storages() == {
-                battery_fr.id: battery_fr,
-                storage_fr.id: storage_fr,
-            }
+            assert area_fr.get_st_storages() == {battery_fr.id: battery_fr, storage_fr.id: storage_fr}
 
             # test binding constraint creation without terms
             properties = BindingConstraintProperties(enabled=False)
@@ -274,10 +230,7 @@ def test_creation_lifecycle(self):
             terms = [link_term_2, cluster_term]
             constraint_2 = study.create_binding_constraint(name="bc_2", terms=terms)
             assert constraint_2.name == "bc_2"
-            assert constraint_2.get_terms() == {
-                link_term_2.id: link_term_2,
-                cluster_term.id: cluster_term,
-            }
+            assert constraint_2.get_terms() == {link_term_2.id: link_term_2, cluster_term.id: cluster_term}
 
             # test constraint creation with matrices
             # Case that fails
@@ -316,10 +269,7 @@ def test_creation_lifecycle(self):
             cluster_term = ConstraintTerm(data=cluster_data, weight=100)
             terms = [link_term_1, cluster_term]
             constraint_1.add_terms(terms)
-            assert constraint_1.get_terms() == {
-                link_term_1.id: link_term_1,
-                cluster_term.id: cluster_term,
-            }
+            assert constraint_1.get_terms() == {link_term_1.id: link_term_1, cluster_term.id: cluster_term}
 
             # asserts study contains the constraints
             assert study.get_binding_constraints() == {