diff --git a/AUTHORS.md b/AUTHORS.md
index 284f298b..5c1e4321 100644
--- a/AUTHORS.md
+++ b/AUTHORS.md
@@ -13,8 +13,8 @@ The following people have made contributions to this project:
 - [Alexis Berne](https://people.epfl.ch/alexis.berne?lang=en) - EPFL
 - [Gionata Ghiggi (ghiggi)](https://github.com/ghiggi) - EPFL
 - [Jacopo Grazioli (jacgraz)](https://github.com/jacgraz) - EPFL
-- [Saverio Guzzo  (saveriogzz)](https://github.com/saveriogzz) - TU DELFT
+- [Saverio Guzzo (saveriogzz)](https://github.com/saveriogzz) - TU DELFT
 - [Kim Candolfi (KimCandolfi)](https://github.com/KimCandolfi) - EPFL
 - [Régis Longchamp (regislon)](https://github.com/regislon) - EPFL
 - [Son Pham-Ba (sphamba)](https://github.com/sphamba) - EPFL
-- [Charlotte Gisèle Weil  (charlottegiseleweil)](https://github.com/charlottegiseleweil) - EPFL
+- [Charlotte Gisèle Weil (charlottegiseleweil)](https://github.com/charlottegiseleweil) - EPFL
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index 259566b2..7149540e 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -58,7 +58,7 @@ representative at an online or offline event.
 
 Instances of abusive, harassing, or otherwise unacceptable behavior may be
 reported to the community leaders responsible for enforcement at
-\[INSERT CONTACT METHOD\].
+[INSERT CONTACT METHOD].
 All complaints will be reviewed and investigated promptly and fairly.
 
 All community leaders are obligated to respect the privacy and security of the
diff --git a/README.md b/README.md
index d4dc6a5c..704a79b4 100644
--- a/README.md
+++ b/README.md
@@ -124,7 +124,7 @@ we highly recommend to join the [**DISDRODB Slack Workspace**](https://join.slac
 Feel free to also open a [GitHub Issue](https://github.com/ltelab/disdrodb/issues) or a
 [GitHub Discussion](https://github.com/ltelab/disdrodb/discussions) specific to your questions or ideas.
 
-## ✍️  Contributors
+## ✍️ Contributors
 
 - [Gionata Ghiggi](https://people.epfl.ch/gionata.ghiggi)
 - [Kim Candolfi](https://github.com/KimCandolfi)
@@ -137,7 +137,7 @@ Feel free to also open a [GitHub Issue](https://github.com/ltelab/disdrodb/issue
 
 You can cite the DISDRODB software by:
 
-> Gionata Ghiggi, Kim Candolfi, Régis Longchamp, Charlotte Weil, Alexis Berne (2023). ltelab/disdrodb  Zenodo. https://doi.org/10.5281/zenodo.7680581
+> Gionata Ghiggi, Kim Candolfi, Régis Longchamp, Charlotte Weil, Alexis Berne (2023). ltelab/disdrodb Zenodo. https://doi.org/10.5281/zenodo.7680581
 
 If you want to cite a specific version, have a look at the [Zenodo site](https://doi.org/10.5281/zenodo.7680581)
 
diff --git a/SECURITY.md b/SECURITY.md
index 040e8ac2..03291d55 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -10,7 +10,7 @@ backported more regularly.
 | Version        | Supported          |
 | -------------- | ------------------ |
 | 0.x.x (latest) | :white_check_mark: |
-| \< 0.0.17      | :x:                |
+| < 0.0.17       | :x:                |
 
 ## Unsafe YAML Loading
 
diff --git a/disdrodb/tests/conftest.py b/disdrodb/tests/conftest.py
index 97e28bed..0263538c 100644
--- a/disdrodb/tests/conftest.py
+++ b/disdrodb/tests/conftest.py
@@ -151,7 +151,7 @@ def create_fake_raw_data_file(
     return str(filepath)
 
 
-@pytest.fixture()
+@pytest.fixture
 def create_test_config_files(request):  # noqa PT004
     """Create the specified config files into a temporary "test" directory.
 
diff --git a/disdrodb/tests/test_api/test_api_info.py b/disdrodb/tests/test_api/test_api_info.py
index a9284e1b..7e84b6f5 100644
--- a/disdrodb/tests/test_api/test_api_info.py
+++ b/disdrodb/tests/test_api/test_api_info.py
@@ -68,7 +68,7 @@
 # valid_filepath = VALID_FNAME
 
 
-@pytest.fixture()
+@pytest.fixture
 def valid_filepath(tmp_path):
     # Create a valid filepath for testing
     filepath = tmp_path / VALID_FNAME
@@ -76,7 +76,7 @@ def valid_filepath(tmp_path):
     return str(filepath)
 
 
-@pytest.fixture()
+@pytest.fixture
 def invalid_filepath(tmp_path):
     # Create an invalid filepath for testing
     filepath = tmp_path / INVALID_FNAME
diff --git a/disdrodb/tests/test_l0/test_l0b_processing.py b/disdrodb/tests/test_l0/test_l0b_processing.py
index 89ad123a..6a751c65 100644
--- a/disdrodb/tests/test_l0/test_l0b_processing.py
+++ b/disdrodb/tests/test_l0/test_l0b_processing.py
@@ -474,7 +474,7 @@ def test__convert_object_variables_to_string():
     assert ds["b"].dtype == "float"
 
 
-@pytest.fixture()
+@pytest.fixture
 def encoding_dict_1():
     # create a test encoding dictionary
     return {
@@ -484,7 +484,7 @@ def encoding_dict_1():
     }
 
 
-@pytest.fixture()
+@pytest.fixture
 def encoding_dict_2():
     # create a test encoding dictionary
     return {
@@ -494,7 +494,7 @@ def encoding_dict_2():
     }
 
 
-@pytest.fixture()
+@pytest.fixture
 def ds():
     # create a test xr.Dataset
     data = {
diff --git a/disdrodb/tests/test_utils/test_utils_logger.py b/disdrodb/tests/test_utils/test_utils_logger.py
index d9438935..f2840d85 100644
--- a/disdrodb/tests/test_utils/test_utils_logger.py
+++ b/disdrodb/tests/test_utils/test_utils_logger.py
@@ -116,7 +116,7 @@ def test_define_summary_log_when_no_problems(tmp_path):
     assert not os.path.exists(problem_log_path)
 
 
-@pytest.fixture()
+@pytest.fixture
 def test_logger():
     logger = logging.getLogger("test_logger")
     logger.setLevel(logging.DEBUG)  # Capture all log levels
@@ -155,7 +155,7 @@ def test_log_error(caplog, test_logger, capfd):
     assert " - Error message" in out
 
 
-@pytest.fixture()
+@pytest.fixture
 def log_environment(tmp_path):
     processed_dir = tmp_path / "processed"
     os.makedirs(processed_dir, exist_ok=True)
diff --git a/docs/source/tutorials/.gitkeep b/docs/source/tutorials/.gitkeep
index 139597f9..e69de29b 100644
--- a/docs/source/tutorials/.gitkeep
+++ b/docs/source/tutorials/.gitkeep
@@ -1,2 +0,0 @@
-
-
diff --git a/tutorials/reader_preparation.ipynb b/tutorials/reader_preparation.ipynb
index b47cf41d..8c5a1736 100644
--- a/tutorials/reader_preparation.ipynb
+++ b/tutorials/reader_preparation.ipynb
@@ -819,7 +819,7 @@
     "df_raw = read_raw_file(filepath, column_names=None, reader_kwargs=reader_kwargs)\n",
     "# Print the dataframe\n",
     "print(f\"Dataframe for the file {os.path.basename(filepath)} :\")\n",
-    "display(df_raw)  # noqa F821"
+    "display(df_raw)"
    ]
   },
   {
@@ -2432,7 +2432,7 @@
     "    verbose=verbose,\n",
     "    df_sanitizer_fun=df_sanitizer_fun,\n",
     ")\n",
-    "display(df)  # noqa F821"
+    "display(df)"
    ]
   },
   {