diff --git a/benchmark/over_time.py b/benchmark/over_time.py
index 2e04c7881..884dfefc3 100644
--- a/benchmark/over_time.py
+++ b/benchmark/over_time.py
@@ -42,7 +42,7 @@ def plot_over_time(yaml_file):
     plt.rcParams["text.color"] = "#444444"
 
     fig, ax = plt.subplots(figsize=(12, 6))  # Increase figure size for better visibility
-    
+
     print("Debug: Figure created. Plotting data...")
     ax.grid(axis="y", zorder=0, lw=0.2)
     for spine in ax.spines.values():
@@ -70,16 +70,16 @@ def plot_over_time(yaml_file):
     )
     ax.set_title("LLM code editing skill by model release date", fontsize=20)
     ax.set_ylim(0, 100)  # Adjust y-axis limit to accommodate higher values
-    plt.xticks(fontsize=14, rotation=45, ha='right')  # Rotate x-axis labels for better readability
+    plt.xticks(fontsize=14, rotation=45, ha="right")  # Rotate x-axis labels for better readability
     plt.tight_layout(pad=3.0)
-    
+
     print("Debug: Saving figures...")
     plt.savefig("tmp_over_time.png")
     plt.savefig("tmp_over_time.svg")
-    
+
     print("Debug: Displaying figure with imgcat...")
     imgcat(fig)
-    
+
     print("Debug: Figure generation complete.")