diff --git a/notebooks/BQPlot.ipynb b/notebooks/BQPlot.ipynb
index 22f0398..6a80985 100644
--- a/notebooks/BQPlot.ipynb
+++ b/notebooks/BQPlot.ipynb
@@ -194,7 +194,7 @@
    ],
    "source": [
     "plt.figure()\n",
-    "plt.scatter(data.Horsepower, data.Miles_per_Gallon, colors=['blue'])\n",
+    "plt.scatter('Horsepower', 'Miles_per_Gallon', data=data, colors=['blue'])\n",
     "plt.show()"
    ]
   }