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and welcome to another episode of the pythonic accountants today were gonna do something really fun so Ive been thinking about showing you something called regular expressions which is a great way to identify patterns and the two things that that can be really useful for in accounting are one finding specific things that you need to find from a data set such as email addresses phone numbers or social security numbers other things like that or you know if youre trying to extract certain records from a semi-structured or unstructured data thats another time that you know pattern matching can be really useful so in this case were gonna use it for showing you how you can identify things that look like social security numbers or maybe we can look for some birth dates too so this is useful because in accounting oftentimes youll have access to sensitive data with PII personally identifiable information and you want to make sure youve got a good handle on what data you have that has PI