fixed sorting. Modified axis labels

app.py

@@ -23,7 +23,7 @@ with gr.Blocks() as demo:
         with gr.Tab("SWE-Bench"):
             with gr.Row():
                 with gr.Column(scale=1):
-                    scatter_plot = gr.Plot(create_scatter_plot(parse_json_files(os.path.join(abs_path, "evals"), 'swebench_lite'), "results_total_cost", "results_accuracy", "Cost", "Accuracy", ["agent_name"]))
+                    scatter_plot = gr.Plot(create_scatter_plot(parse_json_files(os.path.join(abs_path, "evals"), 'swebench_lite'), "results_total_cost", "results_accuracy", "Cost (in USD)", "Accuracy", ["agent_name"]))
                 with gr.Column(scale=1):
                     Leaderboard(
                         value=parse_json_files(os.path.join(abs_path, "evals"), 'swebench_lite'),

utils.py

@@ -41,8 +41,13 @@ def parse_json_files(folder_path, benchmark_name):
     
     # Create DataFrame from the list of dictionaries
     df = pd.DataFrame(data_list)
+    df = df[df['benchmark_name'] == benchmark_name]
     
-    return df[df['benchmark_name'] == benchmark_name]
+    # sort df by descending accuracy
+    df = df.sort_values(by='results_accuracy', ascending=False)
+    
+    
+    return df
 
 
 def create_scatter_plot(df, x: str, y: str, x_label: str = None, y_label: str = None, hover_data: list = None):