We may also de-identify or aggregate information so that we or our affiliates may use it for business and marketing purposes. For example, the data we aggregate might be used to analyze, personalize and improve our services. We may de-identify your CPNI and, if we do so, we will maintain and use the data in a non-individually identifiable form and will not attempt to re-identify the data.</p> <b>