I accept payment in books, pull requests and speaking invitations ;p. (Updated check-the-minimum query running now!)
On 15 April 2015 at 13:35, Hirav Gandhi <[email protected]> wrote: > 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 > -- Oliver Keyes Research Analyst Wikimedia Foundation _______________________________________________ Analytics mailing list [email protected] https://lists.wikimedia.org/mailman/listinfo/analytics
