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-chart/2/EQUQLgxg9AqgKgYWAGgN7APYAdgC5gQAWAhgJYB2KwApgB5YBO1Azs6RpbutnsEwGZVyxALbVeAfQlhSY4AF9kwYhBkdmeANroVazsApU6jFmw55uOfABtSYag2LWqANycBXcV2DMwxBmC8AEwADACMAGwAtCEAnDFhcCEhuMmpIQB0ySEAWkbkACbB4dFhQTEAHEkpaclZyXmKwGAAnlhewHAAkgCyIBIASgCCAHIA4iAKijqq7PrEhUb0TKxzFphWBCSGSsYrZpyWvAJCoh0QGO7kYAwtCkq6a96P5vgYLg7WxDi7y6ZPRxsdgcTlcHi86GY1DAcDaHQAynABl1xkZrNQxNcNLhNMAenRSBdgABdJqtdq8eEgOBTeTTZSzV7KRa/EyrV6ArZkSis/YAjbHaiCJTCOT4YgAc2o12kcPuDL06xe+nen2+SzZB3WPCB9kcziUbmsnnWUJhcvwiORqN26MxYGxuPcUIYJLJFuAVJpdLppOQ2hof3ZhwF+BOIrOkmksnETQARu4IABraFDRkh5W8GRiABCiZTgSUBXcjkV+AACmEACLy5gYAJpsszMs+euFwOa/k6vhC05i4BSbOxoukJjp3jEZgQaUFCgSqbE5A3TyG0jUADuEguV0LuJca832+uJP9i/I7ms1iAA=>
>>
>> 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
>>
>>
>


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