diff --git a/one_vs_others_DEMO.ipynb b/one_vs_others_DEMO.ipynb
index 12f21a1d460c3be68d803edcc49edf8d47bb2525..3d5262c5487ae1b79027531a14efb50a7d9df04c 100644
--- a/one_vs_others_DEMO.ipynb
+++ b/one_vs_others_DEMO.ipynb
@@ -777,7 +777,7 @@
    "source": [
     "The figure above shows a heat-map of the distance between the selected instruments, the classical DTW path (thick white line), the minimum-warp DTW path (red line), and the main diagonal (thin white dotted line).\n",
     "\n",
-    "When instruments 1 and 2 (Violinist 2 and Violist, respectively) are selected in the range 0-6 s. (0-294 samples at 49 fps), it is possible to observe that at the beginning the violist is behind time. Bothe instruments exactly meet at about sample 50. Then the violist is behid time respect to the violinist 2 until about sample 100 Then and until the end the vilist is ahead of time. These differences of time are reflected in the DTW path. The path below the diagonal indicates behind time, and when it is over the diagonal it indicates ahead of time, for the instrument in the horizontal axis. At any given time the antidiagonal distance between the path and the diagonal indicates the extent of misalignment. The path lies on the diagonal when the two instruments are perfectly aligned, shown as a crux in the distance matrix."
+    "When instruments 1 and 2 (Violinist 2 and Violist, respectively) are selected in the range 0-6 s. (0-294 samples at 49 fps), it is possible to observe that at the beginning the violist is behind time. Both instruments exactly meet at about sample 50. Then the violist is behid time respect to the violinist 2 until about sample 100 Then and until the end the vilist is ahead of time. These differences of time are reflected in the DTW path. The path below the diagonal indicates behind time, and when it is over the diagonal it indicates ahead of time, for the instrument in the horizontal axis. At any given time the antidiagonal distance between the path and the diagonal indicates the extent of misalignment. The path lies on the diagonal when the two instruments are perfectly aligned, shown as a crux in the distance matrix."
    ]
   },
   {