Cleaning your data for privacy

Before contributing your data sets please prepare your data for privacy and data integrity.

Please strip uniquely identifying information. This could be as simple as removing columns such as phone extension or names.
Please remove rows where the PINs are the system default, randomly set by a computer or are the same as the phone extension.

If you don't mind the additional effort please provide demographic data such as age and gender to allow even more exciting research.

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