diff --git a/notebooks/2_Exporting_and_Text_Parsing_of_Drillhole_Data_Demo.ipynb b/notebooks/2_Exporting_and_Text_Parsing_of_Drillhole_Data_Demo.ipynb
index 2d238a4..9e6ee01 100644
--- a/notebooks/2_Exporting_and_Text_Parsing_of_Drillhole_Data_Demo.ipynb
+++ b/notebooks/2_Exporting_and_Text_Parsing_of_Drillhole_Data_Demo.ipynb
@@ -5,10 +5,10 @@
    "metadata": {},
    "source": [
     "## Exporting and Text Parsing of Drillhole Data\n",
-    "This notebook reads in from an export of the PostGIS/PostgreSQL WAMEX (Western Australian Mineral) database. A local subset copy instead of directly connecting to the database is used in this workshop. WAMEX contains mineral exploration reports and data that have lapsed the period of confidentiality. Online access is free of charge at:\n",
+    "This notebook reads from an export of the PostGIS/PostgreSQL WAMEX (Western Australian Mineral) database. A local subset copy instead of directly connecting to the database is used in this workshop. WAMEX contains mineral exploration reports and data that have lapsed the period of confidentiality. Online access is free of charge at:\n",
     "https://www.dmp.wa.gov.au/Geological-Survey/Mineral-exploration-Reports-1401.aspx\n",
     "\n",
-    "From this database export, we pullout the following information: <br>\n",
+    "From this database export, we pull out the following information: <br>\n",
     "1 ) Collar (CollarID, Longitude, Latitude, RL, MaxDepth) <br>\n",
     "2 ) Survey (CollarID, Depth, Azimuth, Dip) <br>\n",
     "3 ) Lithology (CollarID, From_Depth, To_Depth, Company_LithoCode) <br>\n",