2013-Huan Liu-Twitter Data Analytics

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1、ShamanthKumarFredMorstatterHuanLiuTwitterDataAnalyticsAugust19,2013SpringerThise↵ortisdedicatedtomyfamily.Thankyouforallyoursupportandencouragement.-SKFormyparentsandRio.Thankyouforeverything.-FMTomyparents,wife,andsons.-HLAcknowledgmentsWewouldliketothankthefollowing

2、individualsfortheirhelpinrealizingthisbook.WewouldliketothankDanielHoweandGrantMarshallforhelpingtoorganizetheexamplesinthebook,DariaBazziandLuisBrownfortheirhelpinproofreadingandsuggestionsinorganizingthebook,andTerryWenforpreparingthewebsite.WeappreciateDr.RossMacie

3、jewski’shelpfulsuggestionsandguidanceasourdatavisualizationmentor.WeexpressourimmensegratitudetoDr.RebeccaGoolsbyforhervisionandinsightforusingsocialmediaasatoolforHumanitarianAssistanceandDisasterRelief.Finally,wethankallmembersoftheDataMiningandMachineLearninglabfor

4、theirencouragementandadvicethroughoutthisprocess.Thisbookistheresultofprojectssponsored,inpart,bytheOceofNavalResearch.Withtheirsupport,wedevelopedTweetTrackerandTweetXplorer,flagshipprojectsthathelpedusgaintheknowledgeandexperienceneededtoproducethisbook.viiContents1

5、Introduction..............................................11.1MainTakeawaysfromthisBook..........................11.2LearningthroughExamples..............................21.3ApplyingTwitterData..................................3References..............................

6、...................32CrawlingTwitterData...................................52.1IntroductiontoOpenAuthentication(OAuth).............62.2CollectingaUser’sInformation...........................72.3CollectingAUser’sNetwork.............................102.3.1CollectingtheF

7、ollowersofaUser..................112.3.2CollectingtheFriendsofaUser....................122.4CollectingaUser’sTweets...............................142.4.1RESTAPI......................................142.4.2StreamingAPI...................................162.5CollectingS

8、earchResults................................172.5.1RESTAPI......................................172.5.2StreamingAPI.........