diff --git a/one_vs_others_DEMO.ipynb b/one_vs_others_DEMO.ipynb
index 634d3fc23c03748f44d1a11b5fd74901f1ab0e8e..e7c454e451eb5697a63da5318ef57a9a696aa9fe 100644
--- a/one_vs_others_DEMO.ipynb
+++ b/one_vs_others_DEMO.ipynb
@@ -761,10 +761,10 @@
     "    others_lbl = ', '.join( [fn_instr_all[i] for i in i_others] )    \n",
     "plt.ylabel( others_lbl );\n",
     "if results_path:\n",
-    "    this_filename = results_path+'/1'\n",
+    "    this_filename = results_path+'/2'\n",
     "else:\n",
     "    this_filename = ''\n",
-    "plt.savefig(this_filename+'.png')"
+    "plt.savefig(this_filename+'.png', bbox_inches='tight')"
    ]
   },
   {
@@ -815,7 +815,7 @@
     "    this_filename = results_path+'/3'\n",
     "else:\n",
     "    this_filename = ''\n",
-    "plt.savefig(this_filename+'.png')"
+    "plt.savefig(this_filename+'.png', bbox_inches='tight')"
    ]
   },
   {