Building Data Driven Products With Ruby

Slides from RubyConf 2012 talk:

"Big data and data science have become hot topics in the developer community during the past year. This talk will show how ruby is used to build real data driven products at scale.

Data scientist Ryan Weald walks through the building of data driven products at Sharethrough, from exploratory analysis to production systems, with an emphasis on the role Ruby plays in each phase of the data driven product cycle.

He discusses how Ruby interacts with other data analysis tools -- such as Hadoop, Cascading, Python, and Javascript -- with a constructive look at Ruby's weaknesses, and presents suggestions on how Ruby can contribute more to data science in the areas of visualization and machine learning."

Transcript

1. Building Data Driven Products Using Ruby Ryan Weald, @rweald RubyConf 2012 1 Friday, November 2, 12
2. Who is this guy? Why should I listen to him? 2 Friday, November 2, 12
3. Studied Computer Science/ Bioinformatics @UCSD Data Scientist @Sharethrough 3 Friday, November 2, 12
4. Sharethrough Native video advertising platform 4 Friday, November 2, 12
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?” 5 Friday, November 2, 12
6. <warning> 6 Friday, November 2, 12
7. Ruby is not your only option 7 Friday, November 2, 12
8. 8 Friday, November 2, 12
9. </warning> 9 Friday, November 2, 12
10. What is a Data Driven Product? 10 Friday, November 2, 12
11. Anything that uses data to improve the bottom line 11 Friday, November 2, 12
12. 12 Friday, November 2, 12
13. 13 Friday, November 2, 12
14. 14 Friday, November 2, 12
15. Visualizing Friendships 15 Friday, November 2, 12
16. How do I actually build something? 16 Friday, November 2, 12
17. Ask the right question Collect & Clean Data Build Model Publish Results Data Driven Product Cycle 17 Friday, November 2, 12
18. Phase 1 Ask the right question 18 Friday, November 2, 12
19. Only English Required 19 Friday, November 2, 12
20. Personal Example 20 Friday, November 2, 12
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? 21 Friday, November 2, 12
22. Phase 2 Data Collection & Cleaning 22 Friday, November 2, 12
23. 90% of your time 23 Friday, November 2, 12
24. {"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\ u0000\u0000\u0000eaP\u001D","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\ u0000\u0000\u0000yæJ","tailSrcFile":"access.log","rolltag":"log. 00000019.20121029-120416979+0000.2874668128387074.seq"}} Start With This 24 Friday, November 2, 12
25. ... 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 ... Output This 25 Friday, November 2, 12
26. How do we get the data? 26 Friday, November 2, 12
27. Where does your data come from? • Server logs • Third party APIs • Web scraping • Direct user input 27 Friday, November 2, 12
28. Ruby FTW 28 Friday, November 2, 12
29. rest-client pdf-reader 29 Friday, November 2, 12
30. * TweetStream https://github.com/intridea/tweetstream Tracking Sandy 30 Friday, November 2, 12
31. 31 Friday, November 2, 12
32. But my data is “big data” 32 Friday, November 2, 12
33. 33 Friday, November 2, 12
34. {"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\u0000\u0000\u0000 eaP\u001D","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":"\u0000\u0000\u0000\u0000 yæJ","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} Remember Me? 34 Friday, November 2, 12
35. {"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\u0000\u0000\u0000eaP\u001D","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; 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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\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","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":"\u0000\u0000\u0000\u0000yæJ","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":"\u0000\u0000\u0000\u0000eaP\u001D","tailSrcFile":"access.log","rolltag":"log.00000019.20121029-120416979+0000.2874668128387074.seq"}} Lots and Lots of Logs 35 Friday, November 2, 12
36. Finding Bad Data 36 Friday, November 2, 12
37. Ruby on Hadoop •Vanilla Hadoop streaming •Wukong •cascading.jruby 37 Friday, November 2, 12
38. JRuby 38 Friday, November 2, 12
39. Cascading JRuby * Based on https://github.com/gmarabout/cascading.jruby/blob/master/samples/cascading.rb 39 Friday, November 2, 12
40. Ruby is powerful tool for data collection and cleaning 40 Friday, November 2, 12
41. Phase 3 Statistical Modeling & Prediction 41 Friday, November 2, 12
42. F(user_id, pub_x) = P(on_pub_y) F(x1, x2, ... xi) = Yi Personal Example 42 Friday, November 2, 12
43. But Ruby sucks at statistical computing?! 43 Friday, November 2, 12
44. Most of your time is going to be spent collecting & cleaning 44 Friday, November 2, 12
45. Have you tried running R in production? 45 Friday, November 2, 12
46. Ruby Stats Packages •Statsample •SciRuby •LIBSVM •RinRuby & RSRuby 46 Friday, November 2, 12
47. JRuby 47 Friday, November 2, 12
48. Phase 4 Publish Results A.K.A. show data to users 48 Friday, November 2, 12
49. Web UI or Mobile App 49 Friday, November 2, 12
50. 50 Friday, November 2, 12
51. Personal Example 51 Friday, November 2, 12
52. Not all Roses 52 Friday, November 2, 12
53. Ruby Improvements •Graphing library •Unified matrix and vector library •More publishing around Ruby & ML •Academic buy in 53 Friday, November 2, 12
54. Ruby + Data = Agile Data Products 54 Friday, November 2, 12
55. We’re Hiring http://bit.ly/sharethrough-jobs Twitter: @rweald Email: ryan@sharethrough.com 55 Friday, November 2, 12