Update app.py

app.py

@@ -44,7 +44,7 @@ def draw_scatter_plot_similarity(methods_selected, x_metric, y_metric, title):
                                   label='method_names'))  # Label each point by the method name
          + p9.geom_point(size=3)  # Add points with no jitter, set point size
          + p9.geom_text(nudge_y=0.02, size=8)  # Add method names as labels, nudge slightly above the points
-         + p9.labs(title=title, x=f"{x_metric} Metric", y=f"{y_metric} Metric")  # Dynamic labels for X and Y axes
+         + p9.labs(title=title, x=f"{x_metric}", y=f"{y_metric}")  # Dynamic labels for X and Y axes
          + p9.scale_color_identity()  # Use colors directly from the dataframe
          + p9.theme(legend_position='none', 
                     figure_size=(10, 10),  # Set figure size
@@ -67,7 +67,7 @@ def benchmark_plot(benchmark_type, methods_selected, x_metric, y_metric):
         # Use general visualizer logic
         return general_visualizer_plot(methods_selected, x_metric=x_metric, y_metric=y_metric)
     elif benchmark_type == 'similarity':
-        title = f"Similarity Benchmark: {x_metric} vs {y_metric}"
+        title = f"{x_metric} vs {y_metric}"
         return draw_scatter_plot_similarity(methods_selected, x_metric, y_metric, title)
     elif benchmark_type == 'Benchmark 3':
         return benchmark_3_plot(x_metric, y_metric)