On Wed, Apr 15, 2015 at 10:34 AM, Oliver Keyes <okeyes@wikimedia.org> wrote:

/This/ you say 2.5 seconds after I've launched the query ;p. Yes, it
is possible, but I'll have to recalculate the likely minimum and check
that it's still okay.

On 15 April 2015 at 13:32, Hirav Gandhi <hirav.gandhi@gmail.com> wrote:
> Hi Dario,
>
> One last question - would it be possible to break it out into mobile vs
> desktop? We are also concerned there might be seasonality effects in there
> as well. Please let us know.
>
> Best,
>
> Hirav
>
>
>
> On Wed, Apr 15, 2015 at 10:27 AM, Dario Taraborelli
> <dtaraborelli@wikimedia.org> wrote:
>>
>> thanks, both. Let's go ahead with English only and no spiders filtered or
>> mobile/desktop breakdown, per Oliver.
>>
>> Michelle – given the aggregation level I am fine moving forward with this
>> release, but let me know off-thread if you have any questions.
>>
>> Dario
>>
>> On Wed, Apr 15, 2015 at 9:53 AM, Oliver Keyes <okeyes@wikimedia.org>
>> wrote:
>>>
>>> Dario,
>>>
>>> No spider filtering, and no split between mobile and desktop; mobile
>>> and desktop are grouped.
>>>
>>> On 15 April 2015 at 12:46, Hirav Gandhi <hirav.gandhi@gmail.com> wrote:
>>> > e.g. German*
>>> >
>>> > I need more coffee.
>>> >
>>> >
>>> >
>>> > On Wed, Apr 15, 2015 at 9:35 AM, Hirav Gandhi <hirav.gandhi@gmail.com>
>>> > wrote:
>>> >>
>>> >> Dario - we just want a representative samples of traffic for a popular
>>> >> site like Wikipedia. We thought limiting to the English Wikipedia
>>> >> would be
>>> >> easier.
>>> >>
>>> >> If we get aggregated data across all language Wikipedia sites, we
>>> >> would
>>> >> need someway to tease out which language is being queried when. Some
>>> >> languages (for e.g. German) we would hypothesize would have more daily
>>> >> seasonality than languages like English.
>>> >>
>>> >>
>>> >>
>>> >> On Wed, Apr 15, 2015 at 9:32 AM, Dario Taraborelli
>>> >> <dtaraborelli@wikimedia.org> wrote:
>>> >>>
>>> >>> Hirav, Bharath – I also want to hear from you if there's a specific
>>> >>> reason to ask for English Wikipedia only or if a dataset encompassing
>>> >>> aggregate pageviews across all Wikimedia properties would do the job.
>>> >>>
>>> >>> Dario
>>> >>>
>>> >>> On Wed, Apr 15, 2015 at 9:09 AM, Dario Taraborelli
>>> >>> <dtaraborelli@wikimedia.org> wrote:
>>> >>>>
>>> >>>> Oliver -- thanks for running a preliminary check, I'm fine releasing
>>> >>>> this data in aggregate under CC0, I believe it would be valuable for
>>> >>>> this
>>> >>>> and other research projects (copying Michelle from Legal).
>>> >>>>
>>> >>>> Before we do so, though, I want to confirm the specs: aggregate
>>> >>>> pageviews per second to English Wikipedia, excluding bot traffic,
>>> >>>> broken
>>> >>>> down by access method (mobile web vs desktop site, not apps) for a
>>> >>>> 60-day
>>> >>>> period. Oliver – are these the filters you used to identify the data
>>> >>>> point
>>> >>>> with the smallest number of observations?
>>> >>>>
>>> >>>> Obviously, we will need to take into account this release when we
>>> >>>> start
>>> >>>> working on projects such as
>>> >>>>
>>> >>>> https://meta.wikimedia.org/wiki/Research:Geo-aggregation_of_Wikipedia_edits
>>> >>>> and
>>> >>>>
>>> >>>> https://meta.wikimedia.org/wiki/Research:Geo-aggregation_of_Wikipedia_pageviews
>>> >>>>
>>> >>>> Dario
>>> >>>>
>>> >>>> On Mon, Apr 13, 2015 at 9:37 PM, Oliver Keyes <okeyes@wikimedia.org>
>>> >>>> wrote:
>>> >>>>>
>>> >>>>> Bumping for Dario, per Pine's excellent example :)
>>> >>>>>
>>> >>>>> On 13 April 2015 at 22:18, Hirav Gandhi <hirav.gandhi@gmail.com>
>>> >>>>> wrote:
>>> >>>>> > Oliver: Two months is fine. Thank you so much for your help!
>>> >>>>> >
>>> >>>>> >> On Apr 13, 2015, at 4:40 PM,
>>> >>>>> >> analytics-request@lists.wikimedia.org
>>> >>>>> >> wrote:
>>> >>>>> >>
>>> >>>>> >> Send Analytics mailing list submissions to
>>> >>>>> >> analytics@lists.wikimedia.org
>>> >>>>> >>
>>> >>>>> >> To subscribe or unsubscribe via the World Wide Web, visit
>>> >>>>> >> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >> or, via email, send a message with subject or body 'help' to
>>> >>>>> >> analytics-request@lists.wikimedia.org
>>> >>>>> >>
>>> >>>>> >> You can reach the person managing the list at
>>> >>>>> >> analytics-owner@lists.wikimedia.org
>>> >>>>> >>
>>> >>>>> >> When replying, please edit your Subject line so it is more
>>> >>>>> >> specific
>>> >>>>> >> than "Re: Contents of Analytics digest..."
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> Today's Topics:
>>> >>>>> >>
>>> >>>>> >> 1. Re: Page views on a more frequent than hourly basis (Pine
>>> >>>>> >> W)
>>> >>>>> >> 2. Re: Page views on a more frequent than hourly basis (Hirav
>>> >>>>> >> Gandhi)
>>> >>>>> >> 3. Re: Page views on a more frequent than hourly basis (Oliver
>>> >>>>> >> Keyes)
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> ----------------------------------------------------------------------
>>> >>>>> >>
>>> >>>>> >> Message: 1
>>> >>>>> >> Date: Mon, 13 Apr 2015 13:34:23 -0700
>>> >>>>> >> From: Pine W <wiki.pine@gmail.com>
>>> >>>>> >> To: "A mailing list for the Analytics Team at WMF and everybody
>>> >>>>> >> who
>>> >>>>> >> has an interest in Wikipedia and analytics."
>>> >>>>> >> <analytics@lists.wikimedia.org>
>>> >>>>> >> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >> hourly
>>> >>>>> >> basis
>>> >>>>> >> Message-ID:
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> <CAF=dyJjZMdfTHZ+0+LwnHb9m8xUOd4WetGCFUXYB9Qyf7CyC5Q@mail.gmail.com>
>>> >>>>> >> Content-Type: text/plain; charset="utf-8"
>>> >>>>> >>
>>> >>>>> >> Hi Oliver, re ccing people who are on list, this is the protocol
>>> >>>>> >> we
>>> >>>>> >> followed in IEGCom to ping people who are subscribed and
>>> >>>>> >> mentioned
>>> >>>>> >> in
>>> >>>>> >> certain emails but, like many of us, may automatically move
>>> >>>>> >> emails
>>> >>>>> >> from
>>> >>>>> >> lists directly to folders where they may be unread for days. So
>>> >>>>> >> there is a
>>> >>>>> >> reason to do this.
>>> >>>>> >>
>>> >>>>> >> Thanks,
>>> >>>>> >>
>>> >>>>> >> Pine
>>> >>>>> >> -------------- next part --------------
>>> >>>>> >> An HTML attachment was scrubbed...
>>> >>>>> >> URL:
>>> >>>>> >>
>>> >>>>> >> <https://lists.wikimedia.org/pipermail/analytics/attachments/20150413/aac0ef89/attachment-0001.html>
>>> >>>>> >>
>>> >>>>> >> ------------------------------
>>> >>>>> >>
>>> >>>>> >> Message: 2
>>> >>>>> >> Date: Mon, 13 Apr 2015 16:30:43 -0700
>>> >>>>> >> From: Hirav Gandhi <hirav.gandhi@gmail.com>
>>> >>>>> >> To: analytics@lists.wikimedia.org
>>> >>>>> >> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >> hourly
>>> >>>>> >> basis
>>> >>>>> >> Message-ID:
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> <CANzC_EOvi4MP7G_SsxvW=UOjPt2vXbNfMHcipqN1pumACE-eEw@mail.gmail.com>
>>> >>>>> >> Content-Type: text/plain; charset="utf-8"
>>> >>>>> >>
>>> >>>>> >> Thanks Oliver!
>>> >>>>> >>
>>> >>>>> >> We would like this data for as broad of a time period as you can
>>> >>>>> >> muster.
>>> >>>>> >> The more days, months and year represented in the dataset, the
>>> >>>>> >> better.
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >>> Okay, so:
>>> >>>>> >>>
>>> >>>>> >>> I took an hour from the pageviews logs,[0] and aggregated
>>> >>>>> >>> pageviews
>>> >>>>> >>> to
>>> >>>>> >>> enwiki (mobile and desktop both) by timestamp, down to
>>> >>>>> >>> one-second
>>> >>>>> >>> resolution levels. The lowest number of pageviews to enwiki per
>>> >>>>> >>> second
>>> >>>>> >>> was 2,981
>>> >>>>> >>>
>>> >>>>> >>> So, I don't personally have a problem with generating a release
>>> >>>>> >>> of:
>>> >>>>> >>>
>>> >>>>> >>> 1. Pageviews per second;
>>> >>>>> >>> 2. To enwiki;
>>> >>>>> >>> 3. Over $TIME_PERIOD;
>>> >>>>> >>> 4. grouping the mobile and desktop site
>>> >>>>> >>>
>>> >>>>> >>> But Dario or someone should chip in before I touch anything ;p
>>> >>>>> >>>
>>> >>>>> >>> 6am yesterday. 6am because it should be low-traffic, right? At
>>> >>>>> >>> least
>>> >>>>> >>> given our biases towards north america and europe
>>> >>>>> >>>
>>> >>>>> >>> On 13 April 2015 at 11:54, Oliver Keyes <okeyes@wikimedia.org>
>>> >>>>> >>> wrote:
>>> >>>>> >>>> Then that sounds much more viable. I'll run a quick test now
>>> >>>>> >>>> to
>>> >>>>> >>>> see
>>> >>>>> >>>> how much clustering we'd see at, say, the one-second
>>> >>>>> >>>> resolution
>>> >>>>> >>>> level,
>>> >>>>> >>>> and throw it out here so we can make more informed decisions
>>> >>>>> >>>> about
>>> >>>>> >>>> a
>>> >>>>> >>>> data release on this.
>>> >>>>> >>>>
>>> >>>>> >>>> On 13 April 2015 at 08:08, Hirav Gandhi
>>> >>>>> >>>> <hirav.gandhi@gmail.com>
>>> >>>>> >>>> wrote:
>>> >>>>> >>>>> Hi Oliver,
>>> >>>>> >>>>>
>>> >>>>> >>>>> Re: Hirav: would you be looking for temporally /and/
>>> >>>>> >>>>> contextually
>>> >>>>> >>> granular
>>> >>>>> >>>>> pageviews, i.e. "a view to X page at Y time", or just
>>> >>>>> >>>>> temporally
>>> >>>>> >>> granular,
>>> >>>>> >>>>> so "a view to a page on enwiki at X time"? If the latter
>>> >>>>> >>>>> you've
>>> >>>>> >>>>> got
>>> >>>>> >>> more of
>>> >>>>> >>>>> a shot, I suspect.
>>> >>>>> >>>>>
>>> >>>>> >>>>> I only want the latter - I am not concerned with the context
>>> >>>>> >>>>> so
>>> >>>>> >>>>> much as
>>> >>>>> >>> just
>>> >>>>> >>>>> “a view to a page on enwiki at X time.”
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hirav
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> On Apr 13, 2015, at 5:00 AM,
>>> >>>>> >>>>> analytics-request@lists.wikimedia.org
>>> >>>>> >>> wrote:
>>> >>>>> >>>>>
>>> >>>>> >>>>> Send Analytics mailing list submissions to
>>> >>>>> >>>>> analytics@lists.wikimedia.org
>>> >>>>> >>>>>
>>> >>>>> >>>>> To subscribe or unsubscribe via the World Wide Web, visit
>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>> or, via email, send a message with subject or body 'help' to
>>> >>>>> >>>>> analytics-request@lists.wikimedia.org
>>> >>>>> >>>>>
>>> >>>>> >>>>> You can reach the person managing the list at
>>> >>>>> >>>>> analytics-owner@lists.wikimedia.org
>>> >>>>> >>>>>
>>> >>>>> >>>>> When replying, please edit your Subject line so it is more
>>> >>>>> >>>>> specific
>>> >>>>> >>>>> than "Re: Contents of Analytics digest..."
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> Today's Topics:
>>> >>>>> >>>>>
>>> >>>>> >>>>> 1. Re: Page views on a more frequent than hourly basis (Pine
>>> >>>>> >>>>> W)
>>> >>>>> >>>>> 2. Re: Page views on a more frequent than hourly basis
>>> >>>>> >>>>> (Oliver
>>> >>>>> >>>>> Keyes)
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> ----------------------------------------------------------------------
>>> >>>>> >>>>>
>>> >>>>> >>>>> Message: 1
>>> >>>>> >>>>> Date: Mon, 13 Apr 2015 00:47:31 -0700
>>> >>>>> >>>>> From: Pine W <wiki.pine@gmail.com>
>>> >>>>> >>>>> To: "A mailing list for the Analytics Team at WMF and
>>> >>>>> >>>>> everybody
>>> >>>>> >>>>> who
>>> >>>>> >>>>> has an interest in Wikipedia and analytics."
>>> >>>>> >>>>> <analytics@lists.wikimedia.org>
>>> >>>>> >>>>> Cc: Bharath Sitaraman <bharath1028@gmail.com>
>>> >>>>> >>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >>>>> hourly
>>> >>>>> >>>>> basis
>>> >>>>> >>>>> Message-ID:
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> <CAF=dyJgNUT+t6n6muJq16DuYiWP7et6ruHT3_-TZDnseP+29QQ@mail.gmail.com>
>>> >>>>> >>>>> Content-Type: text/plain; charset="utf-8"
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hi,
>>> >>>>> >>>>>
>>> >>>>> >>>>> This issue of pageview data granularity has been discussed
>>> >>>>> >>>>> before, and
>>> >>>>> >>> the
>>> >>>>> >>>>> answer has been that hourly is the smallest increment allowed
>>> >>>>> >>>>> to
>>> >>>>> >>>>> be
>>> >>>>> >>>>> revealed publicly, for privacy reasons.
>>> >>>>> >>>>>
>>> >>>>> >>>>> I believe that the person you will want to discuss your
>>> >>>>> >>>>> request
>>> >>>>> >>>>> with is
>>> >>>>> >>>>> Toby, who I have cc'd here.
>>> >>>>> >>>>>
>>> >>>>> >>>>> Pine
>>> >>>>> >>>>> On Apr 13, 2015 12:11 AM, "Hirav Gandhi"
>>> >>>>> >>>>> <hirav.gandhi@gmail.com>
>>> >>>>> >>> wrote:
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hi Wikimedia Analytics Team,
>>> >>>>> >>>>>
>>> >>>>> >>>>> My colleague Bharath and I are doing research on dynamic
>>> >>>>> >>>>> server
>>> >>>>> >>> allocation
>>> >>>>> >>>>> algorithms and we were looking for a suitable datasets to
>>> >>>>> >>>>> test
>>> >>>>> >>>>> our
>>> >>>>> >>>>> predictive algorithm on. We noticed that Wikimedia has an
>>> >>>>> >>>>> amazing
>>> >>>>> >>>>> data
>>> >>>>> >>> set
>>> >>>>> >>>>> of hourly page views, but we were looking for something a bit
>>> >>>>> >>>>> more
>>> >>>>> >>>>> granular, such as aggregated page requests to English
>>> >>>>> >>>>> Wikipedia
>>> >>>>> >>>>> on a
>>> >>>>> >>> minute
>>> >>>>> >>>>> by minute basis or second by second basis if possible.
>>> >>>>> >>>>>
>>> >>>>> >>>>> We are more than happy to pour through any raw data you might
>>> >>>>> >>>>> have that
>>> >>>>> >>>>> would help us calculate page requests at this granular level.
>>> >>>>> >>>>> Please
>>> >>>>> >>> let us
>>> >>>>> >>>>> know if it would be possible to get such data and if so how.
>>> >>>>> >>>>> Thank you
>>> >>>>> >>> in
>>> >>>>> >>>>> advance for your help.
>>> >>>>> >>>>>
>>> >>>>> >>>>> Best,
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hirav Gandhi
>>> >>>>> >>>>> _______________________________________________
>>> >>>>> >>>>> Analytics mailing list
>>> >>>>> >>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>
>>> >>>>> >>>>> -------------- next part --------------
>>> >>>>> >>>>> An HTML attachment was scrubbed...
>>> >>>>> >>>>> URL:
>>> >>>>> >>>>> <
>>> >>>>> >>>
>>> >>>>> >>>
>>> >>>>> >>> https://lists.wikimedia.org/pipermail/analytics/attachments/20150413/a88287b6/attachment-0001.html
>>> >>>>> >>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> ------------------------------
>>> >>>>> >>>>>
>>> >>>>> >>>>> Message: 2
>>> >>>>> >>>>> Date: Mon, 13 Apr 2015 06:39:45 -0400
>>> >>>>> >>>>> From: Oliver Keyes <okeyes@wikimedia.org>
>>> >>>>> >>>>> To: "A mailing list for the Analytics Team at WMF and
>>> >>>>> >>>>> everybody
>>> >>>>> >>>>> who
>>> >>>>> >>>>> has an interest in Wikipedia and analytics."
>>> >>>>> >>>>> <analytics@lists.wikimedia.org>
>>> >>>>> >>>>> Cc: Bharath Sitaraman <bharath1028@gmail.com>
>>> >>>>> >>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >>>>> hourly
>>> >>>>> >>>>> basis
>>> >>>>> >>>>> Message-ID:
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> <CAAUQgdDsnHd8s+ACL-XBtXBz6OO-T04CcJfnGfqwrYAV-=hxPg@mail.gmail.com>
>>> >>>>> >>>>> Content-Type: text/plain; charset=UTF-8
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> Preeetty sure that Toby is on the analytics list, Pine. He's
>>> >>>>> >>>>> the
>>> >>>>> >>>>> director of analytics.
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hirav: would you be looking for temporally /and/ contextually
>>> >>>>> >>>>> granular
>>> >>>>> >>>>> pageviews, i.e. "a view to X page at Y time", or just
>>> >>>>> >>>>> temporally
>>> >>>>> >>>>> granular, so "a view to a page on enwiki at X time"? If the
>>> >>>>> >>>>> latter
>>> >>>>> >>>>> you've got more of a shot, I suspect.
>>> >>>>> >>>>>
>>> >>>>> >>>>> On 13 April 2015 at 03:47, Pine W <wiki.pine@gmail.com>
>>> >>>>> >>>>> wrote:
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hi,
>>> >>>>> >>>>>
>>> >>>>> >>>>> This issue of pageview data granularity has been discussed
>>> >>>>> >>>>> before, and
>>> >>>>> >>> the
>>> >>>>> >>>>> answer has been that hourly is the smallest increment allowed
>>> >>>>> >>>>> to
>>> >>>>> >>>>> be
>>> >>>>> >>> revealed
>>> >>>>> >>>>> publicly, for privacy reasons.
>>> >>>>> >>>>>
>>> >>>>> >>>>> I believe that the person you will want to discuss your
>>> >>>>> >>>>> request
>>> >>>>> >>>>> with is
>>> >>>>> >>>>> Toby, who I have cc'd here.
>>> >>>>> >>>>>
>>> >>>>> >>>>> Pine
>>> >>>>> >>>>>
>>> >>>>> >>>>> On Apr 13, 2015 12:11 AM, "Hirav Gandhi"
>>> >>>>> >>>>> <hirav.gandhi@gmail.com>
>>> >>>>> >>> wrote:
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hi Wikimedia Analytics Team,
>>> >>>>> >>>>>
>>> >>>>> >>>>> My colleague Bharath and I are doing research on dynamic
>>> >>>>> >>>>> server
>>> >>>>> >>> allocation
>>> >>>>> >>>>> algorithms and we were looking for a suitable datasets to
>>> >>>>> >>>>> test
>>> >>>>> >>>>> our
>>> >>>>> >>>>> predictive algorithm on. We noticed that Wikimedia has an
>>> >>>>> >>>>> amazing
>>> >>>>> >>>>> data
>>> >>>>> >>> set
>>> >>>>> >>>>> of hourly page views, but we were looking for something a bit
>>> >>>>> >>>>> more
>>> >>>>> >>> granular,
>>> >>>>> >>>>> such as aggregated page requests to English Wikipedia on a
>>> >>>>> >>>>> minute
>>> >>>>> >>>>> by
>>> >>>>> >>> minute
>>> >>>>> >>>>> basis or second by second basis if possible.
>>> >>>>> >>>>>
>>> >>>>> >>>>> We are more than happy to pour through any raw data you might
>>> >>>>> >>>>> have that
>>> >>>>> >>>>> would help us calculate page requests at this granular level.
>>> >>>>> >>>>> Please
>>> >>>>> >>> let us
>>> >>>>> >>>>> know if it would be possible to get such data and if so how.
>>> >>>>> >>>>> Thank you
>>> >>>>> >>> in
>>> >>>>> >>>>> advance for your help.
>>> >>>>> >>>>>
>>> >>>>> >>>>> Best,
>>> >>>>> >>>>>
>>> >>>>> >>>>> Hirav Gandhi
>>> >>>>> >>>>> _______________________________________________
>>> >>>>> >>>>> Analytics mailing list
>>> >>>>> >>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> _______________________________________________
>>> >>>>> >>>>> Analytics mailing list
>>> >>>>> >>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> --
>>> >>>>> >>>>> Oliver Keyes
>>> >>>>> >>>>> Research Analyst
>>> >>>>> >>>>> Wikimedia Foundation
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> ------------------------------
>>> >>>>> >>>>>
>>> >>>>> >>>>> _______________________________________________
>>> >>>>> >>>>> Analytics mailing list
>>> >>>>> >>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> End of Analytics Digest, Vol 38, Issue 21
>>> >>>>> >>>>> *****************************************
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> _______________________________________________
>>> >>>>> >>>>> Analytics mailing list
>>> >>>>> >>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>
>>> >>>>> >>>>
>>> >>>>> >>>>
>>> >>>>> >>>>
>>> >>>>> >>>> --
>>> >>>>> >>>> Oliver Keyes
>>> >>>>> >>>> Research Analyst
>>> >>>>> >>>> Wikimedia Foundation
>>> >>>>> >>>
>>> >>>>> >>>
>>> >>>>> >>>
>>> >>>>> >>> --
>>> >>>>> >>> Oliver Keyes
>>> >>>>> >>> Research Analyst
>>> >>>>> >>> Wikimedia Foundation
>>> >>>>> >>>
>>> >>>>> >>>
>>> >>>>> >>>
>>> >>>>> >>> ------------------------------
>>> >>>>> >>>
>>> >>>>> >>> _______________________________________________
>>> >>>>> >>> Analytics mailing list
>>> >>>>> >>> Analytics@lists.wikimedia.org
>>> >>>>> >>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>
>>> >>>>> >> -------------- next part --------------
>>> >>>>> >> An HTML attachment was scrubbed...
>>> >>>>> >> URL:
>>> >>>>> >>
>>> >>>>> >> <https://lists.wikimedia.org/pipermail/analytics/attachments/20150413/3a5df491/attachment-0001.html>
>>> >>>>> >>
>>> >>>>> >> ------------------------------
>>> >>>>> >>
>>> >>>>> >> Message: 3
>>> >>>>> >> Date: Mon, 13 Apr 2015 19:40:04 -0400
>>> >>>>> >> From: Oliver Keyes <okeyes@wikimedia.org>
>>> >>>>> >> To: "A mailing list for the Analytics Team at WMF and everybody
>>> >>>>> >> who
>>> >>>>> >> has an interest in Wikipedia and analytics."
>>> >>>>> >> <analytics@lists.wikimedia.org>
>>> >>>>> >> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >> hourly
>>> >>>>> >> basis
>>> >>>>> >> Message-ID:
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> <CAAUQgdD6Z5USsu11VW49fDMBSrhYEjxKU9yOPySEriB79J-5Cg@mail.gmail.com>
>>> >>>>> >> Content-Type: text/plain; charset=UTF-8
>>> >>>>> >>
>>> >>>>> >> ....
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> ...years?
>>> >>>>> >>
>>> >>>>> >> We have unsampled logs for, ah. 2 months.
>>> >>>>> >>
>>> >>>>> >> On 13 April 2015 at 19:30, Hirav Gandhi <hirav.gandhi@gmail.com>
>>> >>>>> >> wrote:
>>> >>>>> >>> Thanks Oliver!
>>> >>>>> >>>
>>> >>>>> >>> We would like this data for as broad of a time period as you
>>> >>>>> >>> can
>>> >>>>> >>> muster. The
>>> >>>>> >>> more days, months and year represented in the dataset, the
>>> >>>>> >>> better.
>>> >>>>> >>>
>>> >>>>> >>>>
>>> >>>>> >>>> Okay, so:
>>> >>>>> >>>>
>>> >>>>> >>>> I took an hour from the pageviews logs,[0] and aggregated
>>> >>>>> >>>> pageviews to
>>> >>>>> >>>> enwiki (mobile and desktop both) by timestamp, down to
>>> >>>>> >>>> one-second
>>> >>>>> >>>> resolution levels. The lowest number of pageviews to enwiki
>>> >>>>> >>>> per
>>> >>>>> >>>> second
>>> >>>>> >>>> was 2,981
>>> >>>>> >>>>
>>> >>>>> >>>> So, I don't personally have a problem with generating a
>>> >>>>> >>>> release
>>> >>>>> >>>> of:
>>> >>>>> >>>>
>>> >>>>> >>>> 1. Pageviews per second;
>>> >>>>> >>>> 2. To enwiki;
>>> >>>>> >>>> 3. Over $TIME_PERIOD;
>>> >>>>> >>>> 4. grouping the mobile and desktop site
>>> >>>>> >>>>
>>> >>>>> >>>> But Dario or someone should chip in before I touch anything ;p
>>> >>>>> >>>>
>>> >>>>> >>>> 6am yesterday. 6am because it should be low-traffic, right? At
>>> >>>>> >>>> least
>>> >>>>> >>>> given our biases towards north america and europe
>>> >>>>> >>>>
>>> >>>>> >>>> On 13 April 2015 at 11:54, Oliver Keyes <okeyes@wikimedia.org>
>>> >>>>> >>>> wrote:
>>> >>>>> >>>>> Then that sounds much more viable. I'll run a quick test now
>>> >>>>> >>>>> to
>>> >>>>> >>>>> see
>>> >>>>> >>>>> how much clustering we'd see at, say, the one-second
>>> >>>>> >>>>> resolution
>>> >>>>> >>>>> level,
>>> >>>>> >>>>> and throw it out here so we can make more informed decisions
>>> >>>>> >>>>> about a
>>> >>>>> >>>>> data release on this.
>>> >>>>> >>>>>
>>> >>>>> >>>>> On 13 April 2015 at 08:08, Hirav Gandhi
>>> >>>>> >>>>> <hirav.gandhi@gmail.com>
>>> >>>>> >>>>> wrote:
>>> >>>>> >>>>>> Hi Oliver,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Re: Hirav: would you be looking for temporally /and/
>>> >>>>> >>>>>> contextually
>>> >>>>> >>>>>> granular
>>> >>>>> >>>>>> pageviews, i.e. "a view to X page at Y time", or just
>>> >>>>> >>>>>> temporally
>>> >>>>> >>>>>> granular,
>>> >>>>> >>>>>> so "a view to a page on enwiki at X time"? If the latter
>>> >>>>> >>>>>> you've
>>> >>>>> >>>>>> got
>>> >>>>> >>>>>> more of
>>> >>>>> >>>>>> a shot, I suspect.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> I only want the latter - I am not concerned with the context
>>> >>>>> >>>>>> so
>>> >>>>> >>>>>> much as
>>> >>>>> >>>>>> just
>>> >>>>> >>>>>> “a view to a page on enwiki at X time.”
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hirav
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> On Apr 13, 2015, at 5:00 AM,
>>> >>>>> >>>>>> analytics-request@lists.wikimedia.org
>>> >>>>> >>>>>> wrote:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Send Analytics mailing list submissions to
>>> >>>>> >>>>>> analytics@lists.wikimedia.org
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> To subscribe or unsubscribe via the World Wide Web, visit
>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>> or, via email, send a message with subject or body 'help' to
>>> >>>>> >>>>>> analytics-request@lists.wikimedia.org
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> You can reach the person managing the list at
>>> >>>>> >>>>>> analytics-owner@lists.wikimedia.org
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> When replying, please edit your Subject line so it is more
>>> >>>>> >>>>>> specific
>>> >>>>> >>>>>> than "Re: Contents of Analytics digest..."
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Today's Topics:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> 1. Re: Page views on a more frequent than hourly basis
>>> >>>>> >>>>>> (Pine W)
>>> >>>>> >>>>>> 2. Re: Page views on a more frequent than hourly basis
>>> >>>>> >>>>>> (Oliver
>>> >>>>> >>>>>> Keyes)
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> ----------------------------------------------------------------------
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Message: 1
>>> >>>>> >>>>>> Date: Mon, 13 Apr 2015 00:47:31 -0700
>>> >>>>> >>>>>> From: Pine W <wiki.pine@gmail.com>
>>> >>>>> >>>>>> To: "A mailing list for the Analytics Team at WMF and
>>> >>>>> >>>>>> everybody
>>> >>>>> >>>>>> who
>>> >>>>> >>>>>> has an interest in Wikipedia and analytics."
>>> >>>>> >>>>>> <analytics@lists.wikimedia.org>
>>> >>>>> >>>>>> Cc: Bharath Sitaraman <bharath1028@gmail.com>
>>> >>>>> >>>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >>>>>> hourly
>>> >>>>> >>>>>> basis
>>> >>>>> >>>>>> Message-ID:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> <CAF=dyJgNUT+t6n6muJq16DuYiWP7et6ruHT3_-TZDnseP+29QQ@mail.gmail.com>
>>> >>>>> >>>>>> Content-Type: text/plain; charset="utf-8"
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hi,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> This issue of pageview data granularity has been discussed
>>> >>>>> >>>>>> before, and
>>> >>>>> >>>>>> the
>>> >>>>> >>>>>> answer has been that hourly is the smallest increment
>>> >>>>> >>>>>> allowed to
>>> >>>>> >>>>>> be
>>> >>>>> >>>>>> revealed publicly, for privacy reasons.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> I believe that the person you will want to discuss your
>>> >>>>> >>>>>> request
>>> >>>>> >>>>>> with is
>>> >>>>> >>>>>> Toby, who I have cc'd here.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Pine
>>> >>>>> >>>>>> On Apr 13, 2015 12:11 AM, "Hirav Gandhi"
>>> >>>>> >>>>>> <hirav.gandhi@gmail.com>
>>> >>>>> >>>>>> wrote:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hi Wikimedia Analytics Team,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> My colleague Bharath and I are doing research on dynamic
>>> >>>>> >>>>>> server
>>> >>>>> >>>>>> allocation
>>> >>>>> >>>>>> algorithms and we were looking for a suitable datasets to
>>> >>>>> >>>>>> test
>>> >>>>> >>>>>> our
>>> >>>>> >>>>>> predictive algorithm on. We noticed that Wikimedia has an
>>> >>>>> >>>>>> amazing data
>>> >>>>> >>>>>> set
>>> >>>>> >>>>>> of hourly page views, but we were looking for something a
>>> >>>>> >>>>>> bit
>>> >>>>> >>>>>> more
>>> >>>>> >>>>>> granular, such as aggregated page requests to English
>>> >>>>> >>>>>> Wikipedia
>>> >>>>> >>>>>> on a
>>> >>>>> >>>>>> minute
>>> >>>>> >>>>>> by minute basis or second by second basis if possible.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> We are more than happy to pour through any raw data you
>>> >>>>> >>>>>> might
>>> >>>>> >>>>>> have that
>>> >>>>> >>>>>> would help us calculate page requests at this granular
>>> >>>>> >>>>>> level.
>>> >>>>> >>>>>> Please
>>> >>>>> >>>>>> let us
>>> >>>>> >>>>>> know if it would be possible to get such data and if so how.
>>> >>>>> >>>>>> Thank you
>>> >>>>> >>>>>> in
>>> >>>>> >>>>>> advance for your help.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Best,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hirav Gandhi
>>> >>>>> >>>>>> _______________________________________________
>>> >>>>> >>>>>> Analytics mailing list
>>> >>>>> >>>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> -------------- next part --------------
>>> >>>>> >>>>>> An HTML attachment was scrubbed...
>>> >>>>> >>>>>> URL:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> <https://lists.wikimedia.org/pipermail/analytics/attachments/20150413/a88287b6/attachment-0001.html>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> ------------------------------
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Message: 2
>>> >>>>> >>>>>> Date: Mon, 13 Apr 2015 06:39:45 -0400
>>> >>>>> >>>>>> From: Oliver Keyes <okeyes@wikimedia.org>
>>> >>>>> >>>>>> To: "A mailing list for the Analytics Team at WMF and
>>> >>>>> >>>>>> everybody
>>> >>>>> >>>>>> who
>>> >>>>> >>>>>> has an interest in Wikipedia and analytics."
>>> >>>>> >>>>>> <analytics@lists.wikimedia.org>
>>> >>>>> >>>>>> Cc: Bharath Sitaraman <bharath1028@gmail.com>
>>> >>>>> >>>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>> >>>>> >>>>>> hourly
>>> >>>>> >>>>>> basis
>>> >>>>> >>>>>> Message-ID:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> <CAAUQgdDsnHd8s+ACL-XBtXBz6OO-T04CcJfnGfqwrYAV-=hxPg@mail.gmail.com>
>>> >>>>> >>>>>> Content-Type: text/plain; charset=UTF-8
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Preeetty sure that Toby is on the analytics list, Pine. He's
>>> >>>>> >>>>>> the
>>> >>>>> >>>>>> director of analytics.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hirav: would you be looking for temporally /and/
>>> >>>>> >>>>>> contextually
>>> >>>>> >>>>>> granular
>>> >>>>> >>>>>> pageviews, i.e. "a view to X page at Y time", or just
>>> >>>>> >>>>>> temporally
>>> >>>>> >>>>>> granular, so "a view to a page on enwiki at X time"? If the
>>> >>>>> >>>>>> latter
>>> >>>>> >>>>>> you've got more of a shot, I suspect.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> On 13 April 2015 at 03:47, Pine W <wiki.pine@gmail.com>
>>> >>>>> >>>>>> wrote:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hi,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> This issue of pageview data granularity has been discussed
>>> >>>>> >>>>>> before, and
>>> >>>>> >>>>>> the
>>> >>>>> >>>>>> answer has been that hourly is the smallest increment
>>> >>>>> >>>>>> allowed to
>>> >>>>> >>>>>> be
>>> >>>>> >>>>>> revealed
>>> >>>>> >>>>>> publicly, for privacy reasons.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> I believe that the person you will want to discuss your
>>> >>>>> >>>>>> request
>>> >>>>> >>>>>> with is
>>> >>>>> >>>>>> Toby, who I have cc'd here.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Pine
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> On Apr 13, 2015 12:11 AM, "Hirav Gandhi"
>>> >>>>> >>>>>> <hirav.gandhi@gmail.com>
>>> >>>>> >>>>>> wrote:
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hi Wikimedia Analytics Team,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> My colleague Bharath and I are doing research on dynamic
>>> >>>>> >>>>>> server
>>> >>>>> >>>>>> allocation
>>> >>>>> >>>>>> algorithms and we were looking for a suitable datasets to
>>> >>>>> >>>>>> test
>>> >>>>> >>>>>> our
>>> >>>>> >>>>>> predictive algorithm on. We noticed that Wikimedia has an
>>> >>>>> >>>>>> amazing data
>>> >>>>> >>>>>> set
>>> >>>>> >>>>>> of hourly page views, but we were looking for something a
>>> >>>>> >>>>>> bit
>>> >>>>> >>>>>> more
>>> >>>>> >>>>>> granular,
>>> >>>>> >>>>>> such as aggregated page requests to English Wikipedia on a
>>> >>>>> >>>>>> minute by
>>> >>>>> >>>>>> minute
>>> >>>>> >>>>>> basis or second by second basis if possible.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> We are more than happy to pour through any raw data you
>>> >>>>> >>>>>> might
>>> >>>>> >>>>>> have that
>>> >>>>> >>>>>> would help us calculate page requests at this granular
>>> >>>>> >>>>>> level.
>>> >>>>> >>>>>> Please
>>> >>>>> >>>>>> let us
>>> >>>>> >>>>>> know if it would be possible to get such data and if so how.
>>> >>>>> >>>>>> Thank you
>>> >>>>> >>>>>> in
>>> >>>>> >>>>>> advance for your help.
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Best,
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> Hirav Gandhi
>>> >>>>> >>>>>> _______________________________________________
>>> >>>>> >>>>>> Analytics mailing list
>>> >>>>> >>>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> _______________________________________________
>>> >>>>> >>>>>> Analytics mailing list
>>> >>>>> >>>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> --
>>> >>>>> >>>>>> Oliver Keyes
>>> >>>>> >>>>>> Research Analyst
>>> >>>>> >>>>>> Wikimedia Foundation
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> ------------------------------
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> _______________________________________________
>>> >>>>> >>>>>> Analytics mailing list
>>> >>>>> >>>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> End of Analytics Digest, Vol 38, Issue 21
>>> >>>>> >>>>>> *****************************************
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>>
>>> >>>>> >>>>>> _______________________________________________
>>> >>>>> >>>>>> Analytics mailing list
>>> >>>>> >>>>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>>
>>> >>>>> >>>>> --
>>> >>>>> >>>>> Oliver Keyes
>>> >>>>> >>>>> Research Analyst
>>> >>>>> >>>>> Wikimedia Foundation
>>> >>>>> >>>>
>>> >>>>> >>>>
>>> >>>>> >>>>
>>> >>>>> >>>> --
>>> >>>>> >>>> Oliver Keyes
>>> >>>>> >>>> Research Analyst
>>> >>>>> >>>> Wikimedia Foundation
>>> >>>>> >>>>
>>> >>>>> >>>>
>>> >>>>> >>>>
>>> >>>>> >>>> ------------------------------
>>> >>>>> >>>>
>>> >>>>> >>>> _______________________________________________
>>> >>>>> >>>> Analytics mailing list
>>> >>>>> >>>> Analytics@lists.wikimedia.org
>>> >>>>> >>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>
>>> >>>>> >>>
>>> >>>>> >>> _______________________________________________
>>> >>>>> >>> Analytics mailing list
>>> >>>>> >>> Analytics@lists.wikimedia.org
>>> >>>>> >>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>>
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> --
>>> >>>>> >> Oliver Keyes
>>> >>>>> >> Research Analyst
>>> >>>>> >> Wikimedia Foundation
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> ------------------------------
>>> >>>>> >>
>>> >>>>> >> _______________________________________________
>>> >>>>> >> Analytics mailing list
>>> >>>>> >> Analytics@lists.wikimedia.org
>>> >>>>> >> https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>> >>
>>> >>>>> >>
>>> >>>>> >> End of Analytics Digest, Vol 38, Issue 24
>>> >>>>> >> *****************************************
>>> >>>>> >
>>> >>>>> >
>>> >>>>> > _______________________________________________
>>> >>>>> > Analytics mailing list
>>> >>>>> > Analytics@lists.wikimedia.org
>>> >>>>> > https://lists.wikimedia.org/mailman/listinfo/analytics
>>> >>>>>
>>> >>>>>
>>> >>>>>
>>> >>>>> --
>>> >>>>> Oliver Keyes
>>> >>>>> Research Analyst
>>> >>>>> Wikimedia Foundation
>>> >>>>
>>> >>>>
>>> >>>>
>>> >>>>
>>> >>>> --
>>> >>>> Dario Taraborelli
>>> >>>> Senior Research Scientist, Research and Data Lead
>>> >>>> Wikimedia Foundation
>>> >>>> http://wikimediafoundation.org
>>> >>>> http://nitens.org/taraborelli
>>> >>>
>>> >>>
>>> >>>
>>> >>>
>>> >>> --
>>> >>> Dario Taraborelli
>>> >>> Senior Research Scientist, Research and Data Lead
>>> >>> Wikimedia Foundation
>>> >>> http://wikimediafoundation.org
>>> >>> http://nitens.org/taraborelli
>>> >>
>>> >>
>>> >
>>>
>>>
>>>
>>> --
>>> Oliver Keyes
>>> Research Analyst
>>> Wikimedia Foundation
>>>
>>> _______________________________________________
>>> Analytics mailing list
>>> Analytics@lists.wikimedia.org
>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>
>>
>>
>>
>> --
>> Dario Taraborelli
>> Senior Research Scientist, Research and Data Lead
>> Wikimedia Foundation
>> http://wikimediafoundation.org
>> http://nitens.org/taraborelli
>
>
>
> _______________________________________________
> Analytics mailing list
> Analytics@lists.wikimedia.org
> https://lists.wikimedia.org/mailman/listinfo/analytics
>



--
Oliver Keyes
Research Analyst
Wikimedia Foundation

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