diff --git a/05_pet_breeds.ipynb b/05_pet_breeds.ipynb
index 4c1fc64..252faf3 100644
--- a/05_pet_breeds.ipynb
+++ b/05_pet_breeds.ipynb
@@ -116,7 +116,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can see that this dataset provides us with \"images\" and \"annotations\" directories. The website for this dataset tells us that the annotations directory contains information about where the pets are rather than what they are. In this chapter we will be doing classification, not localisation, which is to say that we care about what the pets are not where they are. Therefore we will ignore the annotations directory for now. So let's have a look inside the images directory:"
+    "We can see that this dataset provides us with \"images\" and \"annotations\" directories. The website for this dataset tells us that the annotations directory contains information about where the pets are rather than what they are. In this chapter, we will be doing classification, not localization, which is to say that we care about what the pets are not where they are. Therefore we will ignore the annotations directory for now. So let's have a look inside the images directory:"
    ]
   },
   {