diff --git a/notebooks/pandas/raw/tut_2.ipynb b/notebooks/pandas/raw/tut_2.ipynb
index b2ccc3baa..59e26dc0b 100644
--- a/notebooks/pandas/raw/tut_2.ipynb
+++ b/notebooks/pandas/raw/tut_2.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "In the last tutorial, we learned how to select relevant data out of a DataFrame or Series. Plucking the right data out of our data representation is critical to getting work done, as we demonstrated in the exercises.\n",
     "\n",
-    "However, the data does not always come out of memory in the format we want it in right out of the bat. Sometimes we have to do some more work ourselves to reformat it for the task at hand.  This tutorial will cover different operations we can apply to our data to get the input \"just right\". \n",
+    "However, the data does not always come out of memory in the format we want it in right off the bat. Sometimes we have to do some more work ourselves to reformat it for the task at hand.  This tutorial will cover different operations we can apply to our data to get the input \"just right\". \n",
     "\n",
     "**To start the exercise for this topic, please click [here](#$NEXT_NOTEBOOK_URL$).**\n",
     "\n",