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the secret is out 44% of time is wasted every week because data workers are unsuccessful in their activities according to the IDC when you get to the good part the analyzing youre out of gas and out of time in spreadsheets cleaning is a manual process parsing creating columns deleting rows and removing whitespace can take eons but theres a bigger issue all that cutting and pasting and renaming doesnt just take a crazy amount of time its also an invitation to make mistakes miscalculations mental errors and duplicate records in these early stages can send your analysis careening in the wrong direction data integrity should be your biggest concern in the cleaning stage you need to be confident in the accuracy and consistency of data no matter where you move it or how you change its format plus you need to make sure the meaning isnt unintentionally altered as you tidy it up instead of mind-numbing series of clicks what if data cleansing was just one or two its time to rethink the ma