diff --git a/notebooks/analysis/3_format_data.ipynb b/notebooks/analysis/3_format_data.ipynb
index e4ee7ea..bf1fac0 100644
--- a/notebooks/analysis/3_format_data.ipynb
+++ b/notebooks/analysis/3_format_data.ipynb
@@ -183,7 +183,7 @@
    "cell_type": "code",
    "execution_count": 92,
    "source": [
-    "#Extracts empty string list opbjects from data\r\n",
+    "#Extracts empty string list objects from data\r\n",
     "def cleanse_empty_data(data):\r\n",
     "   prod_data = []\r\n",
     "   for k in data:\r\n",
@@ -240,4 +240,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}