diff --git a/samples/notebooks/anaconda_webinar/anaconda_webinar_notebook.ipynb b/samples/notebooks/anaconda_webinar/anaconda_webinar_notebook.ipynb
index 3056e920..f92b077a 100644
--- a/samples/notebooks/anaconda_webinar/anaconda_webinar_notebook.ipynb
+++ b/samples/notebooks/anaconda_webinar/anaconda_webinar_notebook.ipynb
@@ -578,10 +578,63 @@
     "resultHeight": 438
    },
    "outputs": [],
-   "source": [
-    "select *\n",
-    "from ADHOC_ANALYSIS.USER_UPLOADS.SP500_COMPANY_LIST\n",
-    "limit 20"
+   "source": 
+    "with companies as (\n",
+    "    select column1 as NAME\n",
+    "    from (values\n",
+    "        ('3M'),\n",
+    "        ('A. O. Smith'),\n",
+    "        ('Abbott Laboratories'),\n",
+    "        ('AbbVie'),\n",
+    "        ('Accenture'),\n",
+    "        ('Adobe Inc.'),\n",
+    "        ('Advanced Micro Devices'),\n",
+    "        ('AES Corporation'),\n",
+    "        ('Aflac'),\n",
+    "        ('Agilent Technologies'),\n",
+    "        ('Air Products'),\n",
+    "        ('Airbnb'),\n",
+    "        ('Akamai Technologies'),\n",
+    "        ('Albemarle Corporation'),\n",
+    "        ('Alexandria Real Estate Equities'),\n",
+    "        ('Align Technology'),\n",
+    "        ('Allegion'),\n",
+    "        ('Alliant Energy'),\n",
+    "        ('Allstate'),\n",
+    "        ('Amazon'),\n",
+    "        ('Amcor'),\n",
+    "        ('Amentum'),\n",
+    "        ('Ameren'),\n",
+    "        ('American Electric Power'),\n",
+    "        ('American Express'),\n",
+    "        ('American International Group'),\n",
+    "        ('American Tower'),\n",
+    "        ('American Water Works'),\n",
+    "        ('Ameriprise Financial'),\n",
+    "        ('Ametek'),\n",
+    "        ('Amgen'),\n",
+    "        ('Amphenol'),\n",
+    "        ('Analog Devices'),\n",
+    "        ('Ansys'),\n",
+    "        ('Aon'),\n",
+    "        ('APA Corporation'),\n",
+    "        ('Apple Inc.'),\n",
+    "        ('Applied Materials'),\n",
+    "        ('Aptiv'),\n",
+    "        ('Arch Capital Group'),\n",
+    "        ('Archer Daniels Midland'),\n",
+    "        ('Arista Networks'),\n",
+    "        ('Arthur J. Gallagher & Co.'),\n",
+    "        ('Assurant'),\n",
+    "        ('AT&T'),\n",
+    "        ('Atmos Energy'),\n",
+    "        ('Autodesk'),\n",
+    "        ('Automatic Data Processing'),\n",
+    "        ('AutoZone'),\n",
+    "        ('AvalonBay Communities')\n",
+    "    )\n",
+    ")\n",
+    "select NAME from companies limit 20"
    ]
   },
   {