diff --git a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
index ebe0f329..60d40f9c 100644
--- a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
+++ b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
@@ -208,7 +208,7 @@
     "|--|--|\n",
     "|0|UNUSED|\n",
     "|1|GOOD|\n",
-    "|2|PATCHING|\n",
+    "|2|FIXING|\n",
     "|3|COMPROMISED|\n",
     "|4|OVERWHELMED|\n",
     "\n",