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Building Data Driven Products With Ruby - RubyConf 2012

The document is a presentation by Ryan Weald at RubyConf 2012, focusing on building data-driven products using Ruby. It outlines what constitutes a data-driven product, the development cycle involved, and how Ruby can remain relevant in the big data landscape. The presentation emphasizes the importance of data collection, cleaning, and the integration of Ruby libraries and tools in data science.

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Building Data Driven Products Using Ruby Ryan Weald, @rweald RubyConf 2012 Friday, November 2, 12 1
Who is this guy? Why should I listen to him? Friday, November 2, 12 2
Studied Computer Science/ Bioinformatics @UCSD Data Scientist @Sharethrough Friday, November 2, 12 3
Sharethrough Native video advertising platform Friday, November 2, 12 4
Outline 1) What is a data driven product? 2) What does the development cycle look like for a data driven product? 3) Where does Ruby fit in the world of “data science?” 4) How can Ruby be improved to stay relevant in the age of “big data?” Friday, November 2, 12 5
<warning> Friday, November 2, 12 6
Ruby is not your only option Friday, November 2, 12 7
Friday, November 2, 12 8
</warning> Friday, November 2, 12 9
What is a Data Driven Product? Friday, November 2, 12 10
Anything that uses data to improve the bottom line Friday, November 2, 12 11
Friday, November 2, 12 12
Friday, November 2, 12 13
Friday, November 2, 12 14
Visualizing Friendships Friday, November 2, 12 15
How do I actually build something? Friday, November 2, 12 16
Ask the right question Data Driven Collect & Clean Publish Results Product Cycle Data Build Model Friday, November 2, 12 17
Phase 1 Ask the right question Friday, November 2, 12 18
Only English Required Friday, November 2, 12 19
Personal Example Friday, November 2, 12 20
Data dump % of users on publisher X and Y What is value of a user on an ad network? What is the supply of given type of user? Can we predict it? Friday, November 2, 12 21
Phase 2 Data Collection & Cleaning Friday, November 2, 12 22
90% of your time Friday, November 2, 12 23
Start With This {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET / beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b- e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp": 1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields": {"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000 u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log. 00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET / impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1- aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&plo c=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "- "","timestamp":1351512246597,"pri":"INFO","nanos": 560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000 u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log. 00000019.20121029-120416979+0000.2874668128387074.seq"}} Friday, November 2, 12 24
Output This ... 79,287 79,287 79,282 287,282 291,270 270,273 270,42 270,291 270,42 270,42 79,261 253,79 79,253 287,282 ... Friday, November 2, 12 25
How do we get the data? Friday, November 2, 12 26
Where does your data come from? • Server logs • Third party APIs • Web scraping • Direct user input Friday, November 2, 12 27
Ruby FTW Friday, November 2, 12 28
rest-client pdf-reader Friday, November 2, 12 29
Tracking Sandy * TweetStream https://github.com/intridea/tweetstream Friday, November 2, 12 30
Friday, November 2, 12 31
But my data is “big data” Friday, November 2, 12 32
Friday, November 2, 12 33
Remember Me? {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons? type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/ 1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/ 4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector. 1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos": 560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000 eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression? oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1- aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&6357814 36849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos": 560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000 yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} Friday, November 2, 12 34
Lots and Lots of Logs {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874 Fr day, November 2, 12 35
Finding Bad Data Friday, November 2, 12 36
Ruby on Hadoop • Vanilla Hadoop streaming • Wukong • cascading.jruby Friday, November 2, 12 37
JRuby Friday, November 2, 12 38
Cascading JRuby * Based on https://github.com/gmarabout/cascading.jruby/blob/master/samples/cascading.rb Friday, November 2, 12 39
Ruby is powerful tool for data collection and cleaning Friday, November 2, 12 40
Phase 3 Statistical Modeling & Prediction Friday, November 2, 12 41
Personal Example F(user_id, pub_x) = P(on_pub_y) F(x1, x2, ... xi) = Yi Friday, November 2, 12 42
But Ruby sucks at statistical computing?! Friday, November 2, 12 43
Most of your time is going to be spent collecting & cleaning Friday, November 2, 12 44
Have you tried running R in production? Friday, November 2, 12 45
Ruby Stats Packages • Statsample • SciRuby • LIBSVM • RinRuby & RSRuby Friday, November 2, 12 46
JRuby Friday, November 2, 12 47
Phase 4 Publish Results A.K.A. show data to users Friday, November 2, 12 48
Web UI or Mobile App Friday, November 2, 12 49
Friday, November 2, 12 50
Personal Example Friday, November 2, 12 51
Not all Roses Friday, November 2, 12 52
Ruby Improvements • Graphing library • Unified matrix and vector library • More publishing around Ruby & ML • Academic buy in Friday, November 2, 12 53
Ruby + Data = Agile Data Products Friday, November 2, 12 54
We’re Hiring http://bit.ly/sharethrough-jobs Twitter: @rweald Email: ryan@sharethrough.com Friday, November 2, 12 55

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Building Data Driven Products With Ruby - RubyConf 2012

  • 1.
    Building Data Driven Products Using Ruby Ryan Weald, @rweald RubyConf 2012 Friday, November 2, 12 1
  • 2.
    Who is thisguy? Why should I listen to him? Friday, November 2, 12 2
  • 3.
    Studied Computer Science/ Bioinformatics @UCSD Data Scientist @Sharethrough Friday, November 2, 12 3
  • 4.
    Sharethrough Native video advertising platform Friday, November 2, 12 4
  • 5.
    Outline 1) What is a data driven product? 2) What does the development cycle look like for a data driven product? 3) Where does Ruby fit in the world of “data science?” 4) How can Ruby be improved to stay relevant in the age of “big data?” Friday, November 2, 12 5
  • 6.
  • 7.
    Ruby is notyour only option Friday, November 2, 12 7
  • 8.
  • 9.
  • 10.
    What is aData Driven Product? Friday, November 2, 12 10
  • 11.
    Anything that usesdata to improve the bottom line Friday, November 2, 12 11
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
    How do Iactually build something? Friday, November 2, 12 16
  • 17.
    Ask the right question Data Driven Collect & Clean Publish Results Product Cycle Data Build Model Friday, November 2, 12 17
  • 18.
    Phase 1 Ask the right question Friday, November 2, 12 18
  • 19.
  • 20.
  • 21.
    Data dump % of users on publisher X and Y What is value of a user on an ad network? What is the supply of given type of user? Can we predict it? Friday, November 2, 12 21
  • 22.
    Phase 2 Data Collection & Cleaning Friday, November 2, 12 22
  • 23.
    90% of your time Friday, November 2, 12 23
  • 24.
    Start With This {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET / beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b- e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp": 1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields": {"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000 u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log. 00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET / impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1- aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&plo c=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "- "","timestamp":1351512246597,"pri":"INFO","nanos": 560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000 u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log. 00000019.20121029-120416979+0000.2874668128387074.seq"}} Friday, November 2, 12 24
  • 25.
    Output This ... 79,287 79,287 79,282 287,282 291,270 270,273 270,42 270,291 270,42 270,42 79,261 253,79 79,253 287,282 ... Friday, November 2, 12 25
  • 26.
    How do weget the data? Friday, November 2, 12 26
  • 27.
    Where does yourdata come from? • Server logs • Third party APIs • Web scraping • Direct user input Friday, November 2, 12 27
  • 28.
  • 29.
    rest-client pdf-reader Friday, November 2, 12 29
  • 30.
    Tracking Sandy * TweetStream https://github.com/intridea/tweetstream Friday, November 2, 12 30
  • 31.
  • 32.
    But my datais “big data” Friday, November 2, 12 32
  • 33.
  • 34.
    Remember Me? {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons? type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/ 1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/ 4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector. 1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos": 560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000 eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression? oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1- aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&6357814 36849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos": 560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log. 00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000 yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} Friday, November 2, 12 34
  • 35.
    Lots and Lotsof Logs {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc9ce55a-21c0-11e2-9855-12313d25cc96 10.205.1.37 - [29/Oct/2012:12:04:05 +0000] "GET /impression?oid=10492&pid=192&vid=1613&tid=10c0d102&ddid=8504&v=a176475e&se=5a474210-97a1-aa4c-5927-3221443eb38b&pext=&uid=dae4df96-68f6-4602-95b8-60756f27941d&vph=386&vpw=525&ploc=&pref=&635781436849409700 HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)" "-" "74.128.61.37" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789242791,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} {"body":"bc98f346-21c0-11e2-ae5b-12313d25cc96 10.204.85.116 - [29/Oct/2012:12:04:05 +0000] "GET /beacons?type=targus&oid=10492&se=acaf5e7d-4fd6-d3d0-275b-e2d8389a0bd1&score=011&zip=50644&age=1946&gender=F HTTP/1.1" 200 145 "INTENTIONALLY_BLANK_HTTP_REFERER" "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; GTB7.4; .NET CLR 1.1.4322; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729; OfficeLiveConnector.1.5; OfficeLivePatch.1.3)" "-" "208.126.63.187" "-"","timestamp":1351512246597,"pri":"INFO","nanos":560039789217711,"host":"ip-10-32-67-127.ec2.internal","fields":{"AckTag":"log.00000019.20121029-120406607+0000.560039799240771.seq","AckType":"msg","AckChecksum":"u0000u0000u0000u0000eaPu001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874 Fr day, November 2, 12 35
  • 36.
    Finding Bad Data Friday,November 2, 12 36
  • 37.
    Ruby on Hadoop • Vanilla Hadoop streaming • Wukong • cascading.jruby Friday, November 2, 12 37
  • 38.
  • 39.
    Cascading JRuby * Based on https://github.com/gmarabout/cascading.jruby/blob/master/samples/cascading.rb Friday, November 2, 12 39
  • 40.
    Ruby is powerfultool for data collection and cleaning Friday, November 2, 12 40
  • 41.
    Phase 3 Statistical Modeling & Prediction Friday, November 2, 12 41
  • 42.
    Personal Example F(user_id, pub_x) = P(on_pub_y) F(x1, x2, ... xi) = Yi Friday, November 2, 12 42
  • 43.
    But Ruby sucksat statistical computing?! Friday, November 2, 12 43
  • 44.
    Most of yourtime is going to be spent collecting & cleaning Friday, November 2, 12 44
  • 45.
    Have you triedrunning R in production? Friday, November 2, 12 45
  • 46.
    Ruby Stats Packages • Statsample • SciRuby • LIBSVM • RinRuby & RSRuby Friday, November 2, 12 46
  • 47.
  • 48.
    Phase 4 Publish Results A.K.A. show data to users Friday, November 2, 12 48
  • 49.
    Web UI orMobile App Friday, November 2, 12 49
  • 50.
  • 51.
  • 52.
    Not all Roses Friday,November 2, 12 52
  • 53.
    Ruby Improvements • Graphing library • Unified matrix and vector library • More publishing around Ruby & ML • Academic buy in Friday, November 2, 12 53
  • 54.
    Ruby + Data = Agile Data Products Friday, November 2, 12 54
  • 55.
    We’re Hiring http://bit.ly/sharethrough-jobs Twitter: @rweald Email: ryan@sharethrough.com Friday, November 2, 12 55