diff --git a/one_vs_others_DEMO.ipynb b/one_vs_others_DEMO.ipynb
index 8de33a0f673cfc89fbe3661e909085cf9a6669f6..2f9e8bfa58fbf20a946f94529b7f687af22b4664 100644
--- a/one_vs_others_DEMO.ipynb
+++ b/one_vs_others_DEMO.ipynb
@@ -44,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 24,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -83,10 +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",
-    "#dataset_path = '/Users/juigmend/Documents/learning_Python/quartet_data/T1E'# <--- 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",
     "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 insruments to cosider\n",
     "fn_dims = ['_X','_Y','_Z'] # <--- spatial axes to cosnider (e.g., X,Y,Z)\n",
@@ -104,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 26,
    "metadata": {
     "tags": []
    },
@@ -142,7 +139,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 27,
    "metadata": {
     "tags": []
    },
@@ -167,7 +164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 28,
    "metadata": {
     "tags": []
    },
@@ -188,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -226,7 +223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 30,
    "metadata": {
     "tags": []
    },
@@ -264,7 +261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 31,
    "metadata": {
     "tags": []
    },
@@ -342,7 +339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 32,
    "metadata": {
     "tags": []
    },
@@ -400,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -457,7 +454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 34,
    "metadata": {
     "tags": []
    },
@@ -478,7 +475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 35,
    "metadata": {
     "tags": []
    },
@@ -504,7 +501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 36,
    "metadata": {
     "tags": []
    },
@@ -532,7 +529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 37,
    "metadata": {
     "tags": []
    },
@@ -580,7 +577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -604,7 +601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {
     "tags": []
    },
@@ -621,7 +618,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -654,7 +651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -681,7 +678,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 42,
    "metadata": {
     "tags": []
    },
@@ -757,7 +754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 43,
    "metadata": {
     "tags": []
    },