diff --git a/web-scraping/nbastats tutorial.rb b/web-scraping/nbastats tutorial.rb
new file mode 100644
index 0000000..60282be
--- /dev/null
+++ b/web-scraping/nbastats tutorial.rb	
@@ -0,0 +1,95 @@
+
+# The first 30 or so lines is all you need!
+
+browser = Watir::Browser.new(:chrome) 
+browser.goto("https://stats.nba.com/game/0021500548/playbyplay/")
+
+
+# We adjust the original code (see below) since the site has since changed
+
+script =  <<-JAVASCRIPT
+angular.reloadWithDebugInfo();                                          
+var rows = document.querySelectorAll('tbody')[4].querySelectorAll('tr');
+var data = []; 
+
+for(i=0; i < rows.length; i++) {
+   var rowData = angular.element(rows[i]).scope().row
+   data.push([rowData.EVENTNUM, rowData.HOMEDESCRIPTION, rowData.VISITORDESCRIPTION])
+}
+
+return data
+JAVASCRIPT
+
+browser.execute_script(script)
+
+data = _
+
+# Tidy
+
+data = data.map { |item| item.compact }.reject { |item| item.length == 1 }
+
+
+# Done! We got some data using javascript injection
+
+
+
+
+
+
+
+
+# Sandpit: some things to try in chrome developer console
+# angular.reloadWithDebugInfo()
+
+# I'm not sure why running this matters, but certain things don't return correctly without it
+angular.reloadWithDebugInfo(); 
+
+# this will get all the plays 
+document.querySelectorAll('tbody')[4].querySelectorAll('tr')
+
+# Now, if we provide the above to angular.element().scope().row, then we have:
+angular.element(document.querySelectorAll('tbody')[4].querySelectorAll('tr')[0]).scope().row
+# Which is what we want (the javascript object)
+
+# Note: to access the attributes in this javascript object, simply .EVENTNUM or .GAME_ID to the end e.g.
+angular.element(document.querySelectorAll('tbody')[4].querySelectorAll('tr')[0]).scope().row.GAME_ID
+
+
+
+# Example of how to execute javascript from rails console
+browser.execute_script("return angular.element('h4').text()")
+
+
+
+
+
+
+
+
+
+
+
+
+##### Original Javascript Code from video #####
+
+script =  <<-JAVASCRIPT                                          
+var rows = document.query.SelectorAll("table tr.ng-scope");
+var data = []; 
+
+for(i=0; i < rows.length; i++) {
+   var rowData = angular.element(rows[i]).scope().row
+   data.push([rowData.EVENTNUM, rowData.HOMEDESCRIPTION, rowData.VISITORDESCRIPTION])
+}
+
+return data
+JAVASCRIPT
+
+# Then, to execute the script (that we made using the heredoc)
+
+browser.execute_script(script)
+
+
+
+
+
+