diff --git a/one_vs_others_DEMO.ipynb b/one_vs_others_DEMO.ipynb
index 86de9961be8c2d4778c30bf731b1225b74f86aad..b2584646e3d1558f1a95dba33887fe3e9b34faa9 100644
--- a/one_vs_others_DEMO.ipynb
+++ b/one_vs_others_DEMO.ipynb
@@ -83,9 +83,7 @@
     "# The authors of he dataset are Esteban Maestre, Panos Papiotis, Marco Marchini and Alfonso Perez.\n",
     "# More information here: https://www.upf.edu/web/mtg/quartet-dataset\n",
     "\n",
-    "dataset_path = '/Users/juigmend/Documents/learning_Python/quartet_data/UP3E' # <--- path of the dataset folder\n",
-    "\n",
-    "# dataset_path = '/Users/me/Documents/UP3E' # <--- path of the dataset folder\n",
+    "dataset_path = '/Users/me/Documents/UP3E' # <--- path of the dataset folder\n",
     "results_path = '' # <--- path to save figures (empty = don't save)\n",
     "fn_prefix = 'C7.Body.' # <--- marker.name (e.g., 'C7.Body' for upper body, 'TFHD.Body' for top forehead)\n",
     "fn_instr_all = ['Violinist1','Violinist2','Violist','Cellist'] # <--- All instruments to consider\n",
@@ -189,8 +187,8 @@
     "    y : time-series (numpy array)\n",
     "    xy_label : labels for x and y (list)\n",
     "               if x label:\n",
-    "                   is empty, then x_label = 'time (samples)'\n",
-    "                   is 's', then x_label = 'time (s.)' and ticks will be converted to seconds                \n",
+    "                   is empty, then x_label = 'time (frames)'\n",
+    "                   is 's', then x_label = 'time (s)', x-ticks converted to s and y-ticks to units/s                \n",
     "    title : title of the figure (string)\n",
     "    data_labels : labels for time-series data in row order (list)\n",
     "    file_name : file name without extension (empty = don't save)\n",