building data driven products with ruby - rubyconf 2012
DESCRIPTION
Description 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
Building Data Driven Products Using Ruby
Ryan Weald, @rwealdRubyConf 2012
1Friday, November 2, 12
Who is this guy?
Why should I listen to him?
2Friday, November 2, 12
Studied Computer Science/Bioinformatics @UCSD
Data Scientist @Sharethrough
3Friday, November 2, 12
Sharethrough
Native video advertising platform
4Friday, November 2, 12
Outline1) 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?”
5Friday, November 2, 12
<warning>
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Ruby is not your only option
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</warning>
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What is a Data Driven Product?
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Anything that uses data to improve the
bottom line
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Visualizing Friendships
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How do I actually build something?
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Ask the right question
Collect & CleanData
Build Model
Publish ResultsData Driven
Product Cycle
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Phase 1
Ask the right question
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Only English Required
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Personal Example
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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?
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Phase 2
Data Collection
& Cleaning
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90% of your time
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Start With This
24Friday, November 2, 12
...79,28779,28779,282287,282291,270270,273270,42270,291270,42270,4279,261253,7979,253287,282
...
Output This
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How do we get the data?
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Where does your data come from?
• Server logs
• Third party APIs
• Web scraping
• Direct user input
27Friday, November 2, 12
Ruby FTW
28Friday, November 2, 12
rest-clientpdf-reader
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* TweetStream https://github.com/intridea/tweetstream
Tracking Sandy
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But my data is “big data”
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Remember Me?
34Friday, November 2, 12
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{"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"}}{"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"}}
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Lots and Lots of Logs
35Friday, November 2, 12
Finding Bad Data
36Friday, November 2, 12
Ruby on Hadoop
•Vanilla Hadoop streaming
•Wukong
•cascading.jruby
37Friday, November 2, 12
JRuby38Friday, November 2, 12
Cascading JRuby
* Based on https://github.com/gmarabout/cascading.jruby/blob/master/samples/cascading.rb
39Friday, November 2, 12
Ruby is powerful tool for data collection and
cleaning
40Friday, November 2, 12
Phase 3
Statistical Modeling&
Prediction
41Friday, November 2, 12
F(user_id, pub_x) = P(on_pub_y)
F(x1, x2, ... xi) = Yi
Personal Example
42Friday, November 2, 12
But Ruby sucks at statistical computing?!
43Friday, November 2, 12
Most of your time is going to be spent collecting & cleaning
44Friday, November 2, 12
Have you tried running R in production?
45Friday, November 2, 12
Ruby Stats Packages
• Statsample
• SciRuby
• LIBSVM
• RinRuby & RSRuby
46Friday, November 2, 12
JRuby47Friday, November 2, 12
Phase 4
Publish ResultsA.K.A. show data to users
48Friday, November 2, 12
Web UI or Mobile App
49Friday, November 2, 12
50Friday, November 2, 12
Personal Example
51Friday, November 2, 12
Not all Roses
52Friday, November 2, 12
Ruby Improvements
• Graphing library
• Unified matrix and vector library
• More publishing around Ruby & ML
• Academic buy in
53Friday, November 2, 12
Ruby + Data=
Agile Data Products
54Friday, November 2, 12
We’re Hiringhttp://bit.ly/sharethrough-jobs
Twitter: @rwealdEmail: [email protected]
55Friday, November 2, 12