Sorry Oliver. Let me know where I can send the beer/coffee money to compensate
you for the hard work :)
On Wed, Apr 15, 2015 at 10:34 AM, Oliver Keyes <[email protected]>
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 <[email protected]> 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
>> <[email protected]> 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 <[email protected]>
>>> 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 <[email protected]> wrote:
>>>> > e.g. German*
>>>> >
>>>> > I need more coffee.
>>>> >
>>>> >
>>>> >
>>>> > On Wed, Apr 15, 2015 at 9:35 AM, Hirav Gandhi <[email protected]>
>>>> > 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
>>>> >> <[email protected]> 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
>>>> >>> <[email protected]> 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 <[email protected]>
>>>> >>>> wrote:
>>>> >>>>>
>>>> >>>>> Bumping for Dario, per Pine's excellent example :)
>>>> >>>>>
>>>> >>>>> On 13 April 2015 at 22:18, Hirav Gandhi <[email protected]>
>>>> >>>>> wrote:
>>>> >>>>> > Oliver: Two months is fine. Thank you so much for your help!
>>>> >>>>> >
>>>> >>>>> >> On Apr 13, 2015, at 4:40 PM,
>>>> >>>>> >> [email protected]
>>>> >>>>> >> wrote:
>>>> >>>>> >>
>>>> >>>>> >> Send Analytics mailing list submissions to
>>>> >>>>> >> [email protected]
>>>> >>>>> >>
>>>> >>>>> >> 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
>>>> >>>>> >> [email protected]
>>>> >>>>> >>
>>>> >>>>> >> You can reach the person managing the list at
>>>> >>>>> >> [email protected]
>>>> >>>>> >>
>>>> >>>>> >> 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 <[email protected]>
>>>> >>>>> >> To: "A mailing list for the Analytics Team at WMF and everybody
>>>> >>>>> >> who
>>>> >>>>> >> has an interest in Wikipedia and analytics."
>>>> >>>>> >> <[email protected]>
>>>> >>>>> >> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >> hourly
>>>> >>>>> >> basis
>>>> >>>>> >> Message-ID:
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >> <CAF=dyjjzmdfthz+0+lwnhb9m8xuod4wetgcfuxyb9qyf7cy...@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 <[email protected]>
>>>> >>>>> >> To: [email protected]
>>>> >>>>> >> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >> hourly
>>>> >>>>> >> basis
>>>> >>>>> >> Message-ID:
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >> <CANzC_EOvi4MP7G_SsxvW=uojpt2vxbnfmhcipqn1pumace-...@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 <[email protected]>
>>>> >>>>> >>> 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
>>>> >>>>> >>>> <[email protected]>
>>>> >>>>> >>>> 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,
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>> wrote:
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> Send Analytics mailing list submissions to
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> 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
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> You can reach the person managing the list at
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> 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 <[email protected]>
>>>> >>>>> >>>>> To: "A mailing list for the Analytics Team at WMF and
>>>> >>>>> >>>>> everybody
>>>> >>>>> >>>>> who
>>>> >>>>> >>>>> has an interest in Wikipedia and analytics."
>>>> >>>>> >>>>> <[email protected]>
>>>> >>>>> >>>>> Cc: Bharath Sitaraman <[email protected]>
>>>> >>>>> >>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >>>>> hourly
>>>> >>>>> >>>>> basis
>>>> >>>>> >>>>> Message-ID:
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> <CAF=dyjgnut+t6n6mujq16duyiwp7et6ruht3_-tzdnsep+2...@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"
>>>> >>>>> >>>>> <[email protected]>
>>>> >>>>> >>> 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
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>> 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 <[email protected]>
>>>> >>>>> >>>>> To: "A mailing list for the Analytics Team at WMF and
>>>> >>>>> >>>>> everybody
>>>> >>>>> >>>>> who
>>>> >>>>> >>>>> has an interest in Wikipedia and analytics."
>>>> >>>>> >>>>> <[email protected]>
>>>> >>>>> >>>>> Cc: Bharath Sitaraman <[email protected]>
>>>> >>>>> >>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >>>>> hourly
>>>> >>>>> >>>>> basis
>>>> >>>>> >>>>> Message-ID:
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> <CAAUQgdDsnHd8s+ACL-XBtXBz6OO-T04CcJfnGfqwrYAV-=h...@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 <[email protected]>
>>>> >>>>> >>>>> 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"
>>>> >>>>> >>>>> <[email protected]>
>>>> >>>>> >>> 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
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> _______________________________________________
>>>> >>>>> >>>>> Analytics mailing list
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> --
>>>> >>>>> >>>>> Oliver Keyes
>>>> >>>>> >>>>> Research Analyst
>>>> >>>>> >>>>> Wikimedia Foundation
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> ------------------------------
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> _______________________________________________
>>>> >>>>> >>>>> Analytics mailing list
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> End of Analytics Digest, Vol 38, Issue 21
>>>> >>>>> >>>>> *****************************************
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> _______________________________________________
>>>> >>>>> >>>>> Analytics mailing list
>>>> >>>>> >>>>> [email protected]
>>>> >>>>> >>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>> --
>>>> >>>>> >>>> Oliver Keyes
>>>> >>>>> >>>> Research Analyst
>>>> >>>>> >>>> Wikimedia Foundation
>>>> >>>>> >>>
>>>> >>>>> >>>
>>>> >>>>> >>>
>>>> >>>>> >>> --
>>>> >>>>> >>> Oliver Keyes
>>>> >>>>> >>> Research Analyst
>>>> >>>>> >>> Wikimedia Foundation
>>>> >>>>> >>>
>>>> >>>>> >>>
>>>> >>>>> >>>
>>>> >>>>> >>> ------------------------------
>>>> >>>>> >>>
>>>> >>>>> >>> _______________________________________________
>>>> >>>>> >>> Analytics mailing list
>>>> >>>>> >>> [email protected]
>>>> >>>>> >>> 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 <[email protected]>
>>>> >>>>> >> To: "A mailing list for the Analytics Team at WMF and everybody
>>>> >>>>> >> who
>>>> >>>>> >> has an interest in Wikipedia and analytics."
>>>> >>>>> >> <[email protected]>
>>>> >>>>> >> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >> hourly
>>>> >>>>> >> basis
>>>> >>>>> >> Message-ID:
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >> <caauqgdd6z5ussu11vw49fdmbsrhyejxku9yopyserib79j-...@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 <[email protected]>
>>>> >>>>> >> 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 <[email protected]>
>>>> >>>>> >>>> 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
>>>> >>>>> >>>>> <[email protected]>
>>>> >>>>> >>>>> 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,
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>> wrote:
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> Send Analytics mailing list submissions to
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> 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
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> You can reach the person managing the list at
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> 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 <[email protected]>
>>>> >>>>> >>>>>> To: "A mailing list for the Analytics Team at WMF and
>>>> >>>>> >>>>>> everybody
>>>> >>>>> >>>>>> who
>>>> >>>>> >>>>>> has an interest in Wikipedia and analytics."
>>>> >>>>> >>>>>> <[email protected]>
>>>> >>>>> >>>>>> Cc: Bharath Sitaraman <[email protected]>
>>>> >>>>> >>>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >>>>>> hourly
>>>> >>>>> >>>>>> basis
>>>> >>>>> >>>>>> Message-ID:
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> <CAF=dyjgnut+t6n6mujq16duyiwp7et6ruht3_-tzdnsep+2...@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"
>>>> >>>>> >>>>>> <[email protected]>
>>>> >>>>> >>>>>> 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
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>> 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 <[email protected]>
>>>> >>>>> >>>>>> To: "A mailing list for the Analytics Team at WMF and
>>>> >>>>> >>>>>> everybody
>>>> >>>>> >>>>>> who
>>>> >>>>> >>>>>> has an interest in Wikipedia and analytics."
>>>> >>>>> >>>>>> <[email protected]>
>>>> >>>>> >>>>>> Cc: Bharath Sitaraman <[email protected]>
>>>> >>>>> >>>>>> Subject: Re: [Analytics] Page views on a more frequent than
>>>> >>>>> >>>>>> hourly
>>>> >>>>> >>>>>> basis
>>>> >>>>> >>>>>> Message-ID:
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> <CAAUQgdDsnHd8s+ACL-XBtXBz6OO-T04CcJfnGfqwrYAV-=h...@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 <[email protected]>
>>>> >>>>> >>>>>> 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"
>>>> >>>>> >>>>>> <[email protected]>
>>>> >>>>> >>>>>> 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
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> _______________________________________________
>>>> >>>>> >>>>>> Analytics mailing list
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> --
>>>> >>>>> >>>>>> Oliver Keyes
>>>> >>>>> >>>>>> Research Analyst
>>>> >>>>> >>>>>> Wikimedia Foundation
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> ------------------------------
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> _______________________________________________
>>>> >>>>> >>>>>> Analytics mailing list
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> End of Analytics Digest, Vol 38, Issue 21
>>>> >>>>> >>>>>> *****************************************
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>> _______________________________________________
>>>> >>>>> >>>>>> Analytics mailing list
>>>> >>>>> >>>>>> [email protected]
>>>> >>>>> >>>>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>>
>>>> >>>>> >>>>> --
>>>> >>>>> >>>>> Oliver Keyes
>>>> >>>>> >>>>> Research Analyst
>>>> >>>>> >>>>> Wikimedia Foundation
>>>> >>>>> >>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>> --
>>>> >>>>> >>>> Oliver Keyes
>>>> >>>>> >>>> Research Analyst
>>>> >>>>> >>>> Wikimedia Foundation
>>>> >>>>> >>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>>
>>>> >>>>> >>>> ------------------------------
>>>> >>>>> >>>>
>>>> >>>>> >>>> _______________________________________________
>>>> >>>>> >>>> Analytics mailing list
>>>> >>>>> >>>> [email protected]
>>>> >>>>> >>>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>
>>>> >>>>> >>>
>>>> >>>>> >>> _______________________________________________
>>>> >>>>> >>> Analytics mailing list
>>>> >>>>> >>> [email protected]
>>>> >>>>> >>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>>
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >> --
>>>> >>>>> >> Oliver Keyes
>>>> >>>>> >> Research Analyst
>>>> >>>>> >> Wikimedia Foundation
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >> ------------------------------
>>>> >>>>> >>
>>>> >>>>> >> _______________________________________________
>>>> >>>>> >> Analytics mailing list
>>>> >>>>> >> [email protected]
>>>> >>>>> >> https://lists.wikimedia.org/mailman/listinfo/analytics
>>>> >>>>> >>
>>>> >>>>> >>
>>>> >>>>> >> End of Analytics Digest, Vol 38, Issue 24
>>>> >>>>> >> *****************************************
>>>> >>>>> >
>>>> >>>>> >
>>>> >>>>> > _______________________________________________
>>>> >>>>> > Analytics mailing list
>>>> >>>>> > [email protected]
>>>> >>>>> > 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
>>>> [email protected]
>>>> 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
>> [email protected]
>> https://lists.wikimedia.org/mailman/listinfo/analytics
>>
> --
> Oliver Keyes
> Research Analyst
> Wikimedia Foundation
> _______________________________________________
> Analytics mailing list
> [email protected]
> https://lists.wikimedia.org/mailman/listinfo/analytics
_______________________________________________
Analytics mailing list
[email protected]
https://lists.wikimedia.org/mailman/listinfo/analytics