diff --git a/docs/scripts/hooks.py b/docs/scripts/hooks.py
index 18a3e7bb..2939547e 100644
--- a/docs/scripts/hooks.py
+++ b/docs/scripts/hooks.py
@@ -74,9 +74,9 @@ def preprocess_results_for_frontend(
         axis=1,
     )
 
-    aggregated_scores["Full model name"] = (
-        aggregated_scores.index.get_level_values("model_name")
-    )
+    aggregated_scores[
+        "Full model name"
+    ] = aggregated_scores.index.get_level_values("model_name")
     aggregated_scores["Score achieved"] = aggregated_scores["score_achieved"]
     aggregated_scores["Score possible"] = aggregated_scores["score_possible"]
     aggregated_scores["Iterations"] = aggregated_scores["iterations"]
@@ -129,9 +129,9 @@ def write_individual_extraction_task_results(raw_results: pd.DataFrame) -> None:
         axis=1,
     )
 
-    aggregated_scores["Full model name"] = (
-        aggregated_scores.index.get_level_values("model_name")
-    )
+    aggregated_scores[
+        "Full model name"
+    ] = aggregated_scores.index.get_level_values("model_name")
     aggregated_scores["Subtask"] = aggregated_scores.index.get_level_values(
         "subtask"
     )
@@ -186,9 +186,9 @@ def create_overview_table(result_files_path: str, result_file_names: list[str]):
     )
 
     overview_per_quantisation = overview
-    overview_per_quantisation["Full model name"] = (
-        overview_per_quantisation.index
-    )
+    overview_per_quantisation[
+        "Full model name"
+    ] = overview_per_quantisation.index
     overview_per_quantisation[
         ["Model name", "Size", "Version", "Quantisation"]
     ] = overview_per_quantisation["Full model name"].str.split(":", expand=True)
@@ -220,9 +220,9 @@ def create_overview_table(result_files_path: str, result_file_names: list[str]):
         ]
     ]
     # round mean and sd to 2 decimal places
-    overview_per_quantisation.loc[:, "Median Accuracy"] = (
-        overview_per_quantisation["Median Accuracy"].round(2)
-    )
+    overview_per_quantisation.loc[
+        :, "Median Accuracy"
+    ] = overview_per_quantisation["Median Accuracy"].round(2)
     overview_per_quantisation.loc[:, "SD"] = overview_per_quantisation[
         "SD"
     ].round(2)
@@ -656,9 +656,9 @@ def plot_extraction_tasks():
         axis=1,
     )
 
-    aggregated_scores["Full model name"] = (
-        aggregated_scores.index.get_level_values("model_name")
-    )
+    aggregated_scores[
+        "Full model name"
+    ] = aggregated_scores.index.get_level_values("model_name")
     aggregated_scores["Subtask"] = aggregated_scores.index.get_level_values(
         "subtask"
     )