diff --git a/2-Regression/2-Data/notebook.ipynb b/2-Regression/2-Data/notebook.ipynb
index ca45c5b13..8b504b9d2 100644
--- a/2-Regression/2-Data/notebook.ipynb
+++ b/2-Regression/2-Data/notebook.ipynb
@@ -275,15 +275,15 @@
     "pumpkins = pumpkins.loc[:, columns_to_select]\n",
     "price = (pumpkins['Low Price'] + pumpkins['High Price']) / 2\n",
     "month = pd.DatetimeIndex(pumpkins['Date']).month\n",
-    "new_pumkinns = pd.DataFrame({\n",
+    "new_pumpkins = pd.DataFrame({\n",
     "    'Month': month, \n",
     "    'Package': pumpkins['Package'], \n",
     "    'Low Price': pumpkins['Low Price'],\n",
     "    'High Price': pumpkins['High Price'],\n",
     "    'Price': price\n",
     "    })\n",
-    "new_pumkinns.loc[new_pumkinns['Package'].str.contains('1 1/9'), 'Price'] = price/(1 + 1/9)\n",
-    "new_pumkinns.loc[new_pumkinns['Package'].str.contains('1/2'), 'Price'] = price/(1/2)\n"
+    "new_pumpkins.loc[new_pumpkins['Package'].str.contains('1 1/9'), 'Price'] = price/(1 + 1/9)\n",
+    "new_pumpkins.loc[new_pumpkins['Package'].str.contains('1/2'), 'Price'] = price/(1/2)\n"
    ]
   },
   {