diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index d6c133e..99b0627 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -505,7 +505,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from pandas.tools.plotting import scatter_matrix\n",
+    "from pandas.plotting import scatter_matrix\n",
     "\n",
     "attributes = [\"median_house_value\", \"median_income\", \"total_rooms\",\n",
     "              \"housing_median_age\"]\n",