Yes, thanks so much for sharing this! It's fascinating and encouraging to see the November impressions bump.
On Wed, Dec 14, 2016 at 11:12 AM, Toby Negrin <tneg...@wikimedia.org> wrote: > Thank you so much for this Zareen! It's really great to see this report -- > so much interesting data to think about! > > -Toby > > On Mon, Dec 12, 2016 at 5:45 PM, Zareen Farooqui <zare...@gmail.com> > wrote: > >> Hi all, >> >> This resumes the usual look >> <https://www.mediawiki.org/wiki/Reading/Readership_metrics_reports> at >> our most important readership metrics. This time we can report that daily >> pageviews are up 4.8% (since the last report), with an interesting recent >> peak which meant that November’s pageviews surpassed those of November 2015 >> (coincidentally also) by 4.8%, after October had already seen a 2.1% >> year-over-year increase. The iOS Wikipedia app saw increased downloads, >> while the Android app’s install base has stopped its previous downward >> trend. >> >> As laid out earlier >> <https://lists.wikimedia.org/pipermail/mobile-l/2015-September/009773.html>, >> the main purpose is to raise awareness about how these metrics are >> developing, call out the impact of any unusual events, and facilitate >> thinking about core metrics in general. As always; feedback and discussion >> welcome. Week-over-week and month-over-month changes are now being recorded >> on >> the Product page >> <https://www.mediawiki.org/wiki/Wikimedia_Product#Reading> at >> MediaWiki.org. This edition of the report covers a timespan of eighteen >> weeks. >> >> Some other recent items of interest, in case they didn’t already catch >> your attention: >> >> - >> >> The WMF Reading team published its quarterly review presentation >> >> <https://commons.wikimedia.org/wiki/File:Reading_and_Comm_Tech_Quarterly_Review_Q1_2016-17.pdf> >> for Q1 2016-17 (July-September), which includes lots of traffic and usage >> data. >> - >> >> At the Foundation’s August metrics meeting >> >> <https://commons.wikimedia.org/w/index.php?title=File%3AAugust_2016_Monthly_Metrics_Meeting.pdf&page=14>, >> the Reading team gave an update on longer-term traffic trends since 2013. >> (TL;DR: Overall pageviews have been flat to slightly declining, mobile has >> been steadily rising but recently slowed down, desktop has declining >> during >> these three years. However, total pageviews have been slightly increasing >> year-over-year in the last few months.) See the chart below, updated with >> data until November: >> >> [image: Wikimedia monthly pageviews (desktop+mobile), 2013-2016 (version >> December 2016).png] >> >> In particular, as mentioned, the number of total pageview saw >> year-over-year increases of +2.1% for October and +4.8% in November, in >> contrast to e.g. the -10.5% we had for May 2015-May 2016. >> >> Now to the usual data. (All numbers below are averages for August >> 1-December 4, 2016 unless otherwise noted.) >> >> Pageviews >> >> Total: 529 million/day (+4.76% from the previous report timeframe, with >> corrected numbers for anomalously high traffic on some main pages >> <https://phabricator.wikimedia.org/T141506>) >> >> >> Context (April 2015-December 2016): >> >> >> >> See also the Vital Signs dashboard >> <https://analytics.wikimedia.org/dashboards/vital-signs/#projects=all/metrics=Pageviews> >> >> (Small caveats: iOS app’s pageviews were undercounted by about 1.6 >> million/day from mid September to early November due to a bug >> <https://phabricator.wikimedia.org/T148663>.) >> >> Overall pageviews increased steadily during the timespan of this report >> aside from the week ending October 30th (right before Halloween) and the >> end of November. There appears to be a peak in pageviews in November. >> >> To facilitate our understanding of which traffic movements are seasonal >> and which may indicate lasting changes, here is a chart overlaying the >> total pageview numbers back to May 2013 (the earliest time for which we >> have data according to the current pageview definition): >> >> The blue line indicates a non-seasonal rise peaking around November 12. >> We checked whether this peak came from a particular country and were able >> to exclude that possibility. >> >> Wikimedia Daily Pageviews from US >> >> >> Pageviews in US do not show any drastic changes (even around the time of >> the US elections). >> >> >> Wikimedia Daily Pageviews from Mexico >> >> >> In Mexico, there seems to been a huge drop starting October 27th (perhaps >> some sort of local outage). >> >> >> Wikimedia Daily Pageviews from Ecuador >> >> >> Ecuador shows a huge spike on October 30th, followed by a drop for >> several days. >> >> Desktop: 54.1% (previous report: 54.1%) >> >> Mobile web: 44.8% (previous report: 44.6%) >> >> Apps: 1.1% (previous report: 1.3%) (missing some iOS pageviews, cf. >> above) >> >> Context (December 2015 - December 2016): >> >> Overall mobile percentage is similar to the last report, but we did see a >> small increase (besides one week in August) until late September. As a >> reminder, mobile already has a solid majority in terms of unique devices, >> cf. below. >> >> >> >> Global North ratio: 75.3% of total pageviews (previous report: 75.5%) >> >> Context (January - December 2016): >> >> >> >> There is a slight increase in Global North percentage in late October and >> November, but overall this number is relatively steady. >> >> NB: We are currently rethinking this metric and might replace it with a >> different country selection constructed as part of the work on the New >> Readers project. >> Unique devices >> >> See the announcement blog post >> <https://blog.wikimedia.org/2016/03/30/unique-devices-dataset/> from >> March for background and details on this recently introduced metric. These >> estimated numbers are provided for all Wikimedia language projects >> (separately for the desktop and mobile web version). Because of the >> instrumentation method, there is no global metric for all projects and all >> languages, but following some recent discussions it is now planned >> <https://phabricator.wikimedia.org/T138027> to extend it to a >> cross-language global metric per project at least. For now, we track the >> daily numbers of the English Wikipedia in this report. >> >> Daily unique devices estimate for English Wikipedia: >> >> - >> >> Mobile web: 33.9 million (previous report: 32.2 million) >> - >> >> Desktop: 24.1 million (previous report: 22.3 million) >> - >> >> Total: 57.9 million (previous report: 54.5 million) >> - >> >> Average mobile web ratio: 58.7% (previous report: 59.3%) >> >> >> >> Context (January- December 2016): >> >> >> >> This metric hasn’t existed long enough yet to get a good sense of what >> yearly seasonalities may exist, but since the last report time frame daily >> unique desktop devices show an increasing upward trend until early >> November, where there is a peak and then an apparent drop (which parallels >> the peak in pageviews). >> >> >> >> To understand the peak in daily unique devices, we plotted the ratio of >> daily pageviews to daily unique devices. There is a small bump in the >> mobile ratio in early November, but it is too small to fully explain the >> rise in pageviews around this time. >> New app installations >> >> Android: 19.9k/day (+1.21% from the previous report) >> >> Daily installs per device, from Google Play >> >> Context (last seven months): >> >> >> >> >> Download numbers increased in September and have sustained previous >> levels so far, possibly helped by the app’s inclusion on the Education >> category page <https://play.google.com/store/apps/category/EDUCATION> in >> Google’s Play Store. There was an additional bump in mid September (reason >> unknown). The number of daily uninstalls decreased slightly. During the >> timespan of the previous report, installs had markedly decreased (except >> for a so far unexplained bump during two weeks in July), which combined >> with the high uninstall numbers had caused the app’s install base to shrink >> from 15.5 million on March 31 to 15.1 million at the beginning of August. >> This trend has now been stopped, although the number was still at 15.1 >> million on November. (Google has since discontinued >> <https://support.google.com/googleplay/android-developer/answer/7003402#active_devices> >> this “current installs” metric in favor of a new “installs on active >> devices" metric.) >> >> >> >> iOS: 6.35k/day (+99.9% from the previous report) >> >> Download numbers from App Annie >> >> Daily downloads (with the largest countries broken out): >> >> [image: Wikipedia iOS app daily downloads by country, Aug 1 ~ Dec 7, 2016 >> (App Annie).png] >> >> The iOS Wikipedia app was promoted on iTunes in September, with huge >> impact (twice as many downloads than resulted from a comparable promotion >> in September 2015). Total daily downloads remained on a higher level >> afterwards (4.8k/day during the last week of this report, Nov 28-Dec 4). >> Around October 24, downloads from the US spiked, possibly helped by some >> organic media coverage such as this >> <http://thetechbeard.com/best-free-ios-10-widgets/>. On November 11, we >> registered an extra 9000 downloads from Sweden, for unknown reasons (no app >> store promotions or media coverage that we are aware of). >> App user retention >> >> Android: 16.4% (previous report: 16.7%) >> >> (Ratio of app installs opened again 7 days after installation, among all >> installed one week before a date that falls within this report. 1:100 >> sample) >> >> Context (last seven months): >> >> As remarked in earlier reports, this data is a bit too noisy for drawing >> conclusions about whether retention changed significantly between different >> releases. Retention appears to have dropped somewhat in September after >> having gradually grown earlier during the timespan of the last report and >> after. >> >> iOS: N/A <https://phabricator.wikimedia.org/T126693> >> >> (We recently began measuring this on the iOS app - using the same method >> as on Android, restricted to users who opt-in to data collection - but >> there is not enough data yet.) >> Unique app users >> >> Android: 1.146 million / day (+0.0% from the previous report) >> >> Context (last six months): >> >> In September/October, there seems to be a very small growth in daily >> average users. >> >> iOS: N/A <https://phabricator.wikimedia.org/T130432> >> >> Zareen Farooqui, Data Analyst Intern, Wikimedia Foundation >> >> Tilman Bayer, Senior Analyst, Wikimedia Foundation >> Data sources >> >> For reference, the queries and source links used are listed below (access >> is needed for each). Unless otherwise noted, all content of this report is >> © Wikimedia Foundation and released under the CC BY-SA 3.0 >> <https://creativecommons.org/licenses/by-sa/3.0/> license. Most of the >> above charts are available on Commons, too. >> <https://commons.wikimedia.org/wiki/Category:Wikimedia_readership_metrics_reports> >> >> >> SELECT year, month, day, >> CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")) >> as date, sum(IF(access_method <> 'desktop', view_count, null)) AS >> mobileviews, SUM(view_count) AS allviews FROM wmf.projectview_hourly WHERE >> year>0 AND agent_type = 'user' GROUP BY year, month, day ORDER BY year, >> month, day LIMIT 1000; >> >> SELECT LEFT(timestamp, 10) AS date, sum(IF(access_method <> 'desktop', >> pageviews, null)) AS mobileviews, SUM(pageviews) AS allviews FROM >> staging.pageviews05 WHERE is_spider = FALSE AND is_automata = FALSE GROUP >> BY date; >> >> Pivot URLs: >> >> United States >> <https://pivot.wikimedia.org/#pageviews-daily/line-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> >> >> Mexico >> <https://pivot.wikimedia.org/#pageviews-daily/line-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> >> >> Ecuador >> <https://pivot.wikimedia.org/#pageviews-daily/line-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> >> >> SELECT access_method, SUM(view_count)/(7*18) FROM wmf.projectview_hourly >> WHERE agent_type = 'user' AND >> CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")) >> BETWEEN "2016-08-01" AND "2016-12-04" GROUP BY access_method; >> >> SELECT year, month, day, >> CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")), >> SUM(view_count) AS all, SUM(IF (FIND_IN_SET(country_code, >> 'AD,AL,AT,AX,BA,BE,BG,CH,CY,CZ,DE,DK,EE,ES,FI,FO,FR,FX,GB,GG >> ,GI,GL,GR,HR,HU,IE,IL,IM,IS,IT,JE,LI,LU,LV,MC,MD,ME,MK,MT,NL >> ,NO,PL,PT,RO,RS,RU,SE,SI,SJ,SK,SM,TR,VA,AU,CA,HK,MO,NZ,JP,SG,KR,TW,US') >> > 0, view_count, 0)) AS Global_North_views FROM wmf.projectview_hourly >> WHERE year > 0 AND agent_type='user' GROUP BY year, month, day ORDER BY >> year, month, day LIMIT 1000; >> >> SELECT year, month, day, >> CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")) >> as date, SUM(IF(uri_host LIKE 'en.m.wikipedia%', uniques_estimate, 0)) AS >> enwiki_mobile_web >> >> FROM wmf.last_access_uniques_daily >> >> WHERE year=2016 GROUP BY year, month, day ORDER BY year, month, day LIMIT >> 1000; >> >> SELECT year, month, day, >> CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")) >> as date, SUM(IF(uri_host LIKE 'en.wikipedia%', uniques_estimate, 0)) AS >> enwiki_desktop >> >> FROM wmf.last_access_uniques_daily >> >> WHERE year=2016 GROUP BY year, month, day ORDER BY year, month, day LIMIT >> 1000; >> >> SELECT year, month, day, >> CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")) >> AS date, >> >> SUM(IF(access_method = 'mobile web', view_count, null)) AS >> mobilewebviews, >> >> SUM(IF(access_method = 'desktop', view_count, null)) AS desktopviews >> >> FROM wmf.projectview_hourly WHERE year=2016 AND agent_type = 'user' AND >> project = 'en.wikipedia' >> >> GROUP BY year, month, day ORDER BY year, month, day LIMIT 1000; >> >> SELECT LEFT(timestamp, 8) AS date, SUM(IF(event_appInstallAgeDays = 0, 1, >> 0)) AS day0_active, SUM(IF(event_appInstallAgeDays = 7, 1, 0)) AS >> day7_active FROM log.MobileWikiAppDailyStats_12637385 WHERE timestamp >> LIKE '201510%' AND userAgent LIKE '%-r-%' AND userAgent NOT LIKE >> '%Googlebot%' GROUP BY date ORDER BY DATE; >> >> (with the retention rate calculated as day7_active divided by day0_active >> from seven days earlier, of course) >> >> https://analytics.itunes.apple.com/#/retention?app=324715238 >> >> SELECT CONCAT(year,"-",LPAD(month,2,"0"),"-",LPAD(day,2,"0")) as date, >> unique_count AS Android_DAU FROM wmf.mobile_apps_uniques_daily WHERE >> platform = 'Android'; >> >> https://console.developers.google.com/storage/browser/pubsit >> e_prod_rev_02812522755211381933/stats/installs/ (“overview”) >> >> https://www.appannie.com/dashboard/252257/item/324715238/downloads/ >> (select “Total”) >> >> >> >> Zareen Farooqui >> >> >> _______________________________________________ >> Analytics mailing list >> analyt...@lists.wikimedia.org >> https://lists.wikimedia.org/mailman/listinfo/analytics >> >> > -- Caitlin Cogdill Senior Fundraising Email Manager Wikimedia Foundation Imagine a world in which every single human being can freely share in the sum of all knowledge. Help us make it a reality! *https://donate.wikimedia.org <https://donate.wikimedia.org/>*
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