diff --git a/TimeSeries/2-ARIMA/solution/notebook.ipynb b/TimeSeries/2-ARIMA/solution/notebook.ipynb
index a201d67f3..62ebccaaf 100644
--- a/TimeSeries/2-ARIMA/solution/notebook.ipynb
+++ b/TimeSeries/2-ARIMA/solution/notebook.ipynb
@@ -354,13 +354,7 @@
     "print(results.summary())\n"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Next we display the distribution of residuals. A zero mean in the residuals may indicate that there is no bias in the prediction. "
-   ]
-  },
+
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -747,4 +741,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}