diff --git a/img/img-1.png b/img/img-1.png
new file mode 100644
index 0000000..640fabf
Binary files /dev/null and b/img/img-1.png differ
diff --git a/jupyter/anomaly_detection_creditcard.ipynb b/jupyter/anomaly_detection_creditcard.ipynb
index 3505a3a..f24e33c 100644
--- a/jupyter/anomaly_detection_creditcard.ipynb
+++ b/jupyter/anomaly_detection_creditcard.ipynb
@@ -20,11 +20,25 @@
     "Thus, you can run this notebook from either of the Azure AI Machine Learning web console, or locally, assuming that you've created and activated the [Python virtual environment](https://realpython.com/python-virtual-environments-a-primer/) provided in the course [GitHub repository](https://github.com/FullStackWithLawrence/azureml-example) for Python 3.9\n",
     "\n",
     "\n",
+    "![Screenshot 1](../img/img-1.png)\n",
+    "\n",
     "## Workflow\n",
     "\n",
     "### Step 1: import the PyPi packages\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,