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Analytics-announce June 2023

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New private, granular pageview dataset

by Hal Triedman

Hello world! My name is Hal Triedman, and I’m a senior privacy engineer at WMF. I work to make data that WMF releases about reading, editing, and other on-wiki behavior safer, more granular, and more accessible to the world using differential privacy <https://en.wikipedia.org/wiki/Differential_privacy>. Today I’m reaching out to share that WMF has released almost 8 years (from 1 July 2015 to present) of privatized pageview data <https://diff.wikimedia.org/2023/06/21/new-dataset-uncovers-wikipedia-browsi…>, partitioned by country, project, and page. This data is significantly more granular than other datasets we release, and should help researchers to disambiguate both long- and short-term trends within languages on a country-by-country basis — several <https://phabricator.wikimedia.org/T207171> long-standing requests <https://phabricator.wikimedia.org/T267283> from Wikimedia communities. Due to various technical factors, there are three distinct datasets: - 1 July 2015 – 8 Feb 2017 <https://analytics.wikimedia.org/published/datasets/country_project_page_his…> / README <https://analytics.wikimedia.org/published/datasets/country_project_page_his…> (publishing threshold [1]: 3,500 pageviews) - 9 Feb 2017 – 5 Feb 2023 <https://analytics.wikimedia.org/published/datasets/country_project_page_his…> / README <https://analytics.wikimedia.org/published/datasets/country_project_page_his…> (publishing threshold: 450 pageviews) - 6 Feb 2023 – present <https://analytics.wikimedia.org/published/datasets/country_project_page/> / README <https://analytics.wikimedia.org/published/datasets/country_project_page/00_…> (publishing threshold: 90 pageviews) API access to this data should be coming in the next few months. In the interim, I’ve built an example python notebook <https://public-paws.wmcloud.org/67457802/private_pageview_data_access.ipynb> illustrating how one might access the data in its current csv format, as well as several different kinds of simple analyses that can be done with it. I also want to invite the analytics community to join me for a brief demo of this project at the July Research Showcase <https://www.mediawiki.org/wiki/Wikimedia_Research/Showcase>. In the meantime, please feel free to reach out with any questions on the project talk page <https://meta.wikimedia.org/wiki/Talk:Differential_privacy>. For more information about WMF’s work on differential privacy more generally, see the differential privacy homepage on meta <https://meta.wikimedia.org/wiki/Differential_privacy>. And in the future, look for more announcements of privatized datasets on editor behavior, on-wiki search, centralnotice impressions and clicks, and more. Best, Hal [1] “Publishing threshold” is the minimum value of a row in the dataset in order to be published.

10 months

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