diff --git a/LSTM Demo.ipynb b/LSTM Demo.ipynb
index 6f131c4..1e1ea92 100644
--- a/LSTM Demo.ipynb	
+++ b/LSTM Demo.ipynb	
@@ -161,7 +161,7 @@
     "    \n",
     "    #lets apply a series of matrix operations to our input (curr word) to compute a predicted output (next word)\n",
     "    def forwardProp(self):\n",
-    "        for i range(1, self.rl+1):\n",
+    "        for i in range(1, self.rl+1):\n",
     "            self.LSTM.x = np.hstack((self.ha[i-1], self.x))\n",
     "            cs, hs, f, c, o = self.LSTM.forwardProp()\n",
     "            #store computed cell state\n",