diff --git a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
index 80a46fb3..c6939afd 100644
--- a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
+++ b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
@@ -59,7 +59,7 @@
     "\n",
     "At the start of every episode, the red agent randomly chooses either client 1 or client 2 to login to. It waits a bit then sends a DELETE query to the database from its chosen client. If the delete is successful, the database file is flagged as compromised to signal that data is not available.\n",
     "\n",
-    "[<img src=\"_package_data/uc2_attack.png\" width=\"500\"/>](_package_data/uc2_attack.png)\n",
+    "![uc2_attack](./_package_data/uc2_attack.png)\n",
     "\n",
     "_(click image to enlarge)_"
    ]