diff --git a/notebooks/dbg-data-preparation.ipynb b/notebooks/dbg-data-preparation.ipynb
index 64b0f04..e984914 100644
--- a/notebooks/dbg-data-preparation.ipynb
+++ b/notebooks/dbg-data-preparation.ipynb
@@ -29,8 +29,8 @@
     "import sagemaker\n",
     "import datetime\n",
     "import pandas as pd\n",
-    "from pandas.tools.plotting import autocorrelation_plot\n",
-    "from pandas.tools.plotting import scatter_matrix\n",
+    "from pandas.plotting import autocorrelation_plot\n",
+    "from pandas.plotting import scatter_matrix\n",
     "import matplotlib\n",
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",