diff --git a/s25/Louis_Lecture_Notes/09_Conditionals2/Lec_09_Conditionals2.ipynb b/s25/Louis_Lecture_Notes/09_Conditionals2/Lec_09_Conditionals2.ipynb
index 9c1d59cd57bdfd1a45db6018dfbe7b6fe56e9f8f..4802a55be4abf1e99a5bb397dd02e18f7c5ccade 100644
--- a/s25/Louis_Lecture_Notes/09_Conditionals2/Lec_09_Conditionals2.ipynb
+++ b/s25/Louis_Lecture_Notes/09_Conditionals2/Lec_09_Conditionals2.ipynb
@@ -1,5 +1,19 @@
 {
  "cells": [
+  {
+   "attachments": {
+    "555dffb5-0ed7-4c35-9e2e-1511b2cdd06a.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Announcements -- Quiz Question:\n",
+    "\n",
+    "![image.png](attachment:555dffb5-0ed7-4c35-9e2e-1511b2cdd06a.png)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},