docs: def finalize(self, **kwargs):
          """
          Finalize executes any remaining image modifications making it ready to show.
          """
          # Set the aspect ratio to make the visualization square
          # TODO: still unable to make plot square using make_axes_locatable
          # x0,x1 = self.ax.get_xlim()
          # y0,y1 = self.ax.get_ylim()
          # self.ax.set_aspect(abs(x1-x0)/abs(y1-y0))
  
          # Add the title to the plot if the user has set one.
          self.set_title("")
  
          # Set the legend with full opacity patches using manual legend.
          # Or Add the colorbar if this is a continuous plot.
          self.ax.legend(loc="best", frameon=True)
  
          # Finalize the histograms
          if self.hist:
              plt.setp(self.xhax.get_xticklabels(), visible=False)
              plt.setp(self.yhax.get_yticklabels(), visible=False)
              plt.sca(self.ax)
  
          # Call tight layout to maximize readability
          plt.tight_layout()