mining_the_social_web

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1、TableofContentsPreface....................................................................xiii1.Introduction:HackingonTwitterData......................................1InstallingPythonDevelopmentTools1CollectingandManipulatingTwitterData3TinkeringwithTwitter’sAPI4Fre

2、quencyAnalysisandLexicalDiversity7VisualizingTweetGraphs14Synthesis:VisualizingRetweetswithProtovis15ClosingRemarks172.Microformats:SemanticMarkupandCommonSenseCollide..................19XFNandFriends19ExploringSocialConnectionswithXFN22ABreadth-FirstCrawlofXFNData23

3、Geocoordinates:ACommonThreadforJustAboutAnything30WikipediaArticles+GoogleMaps=RoadTrip?30SlicingandDicingRecipes(fortheHealthofIt)35CollectingRestaurantReviews37Summary403.Mailboxes:OldiesbutGoodies...........................................41mbox:TheQuickandDirtyon

4、UnixMailboxes42mbox+CouchDB=RelaxedEmailAnalysis48BulkLoadingDocumentsintoCouchDB51SensibleSorting52Map/Reduce-InspiredFrequencyAnalysis55SortingDocumentsbyValue61couchdb-lucene:Full-TextIndexingandMore63ThreadingTogetherConversations67LookWho’sTalking73ixVisualizing

5、Mail“Events”withSIMILETimeline77AnalyzingYourOwnMailData80TheGraphYour(Gmail)InboxChromeExtension81ClosingRemarks824.Twitter:Friends,Followers,andSetwiseOperations.........................83RESTfulandOAuth-CladdedAPIs84No,YouCan’tHaveMyPassword85ALean,MeanData-Collec

6、tingMachine88AVeryBriefRefactorInterlude91Redis:ADataStructuresServer92ElementarySetOperations94SoupingUptheMachinewithBasicFriend/FollowerMetrics96CalculatingSimilaritybyComputingCommonFriendsandFollowers102MeasuringInfluence103ConstructingFriendshipGraphs108CliqueD

7、etectionandAnalysis110TheInfochimps“StrongLinks”API114Interactive3DGraphVisualization116Summary1175.Twitter:TheTweet,theWholeTweet,andNothingbuttheTweet............119Pen:Sword::Tweet:MachineGun(?!?)119AnalyzingTweets(OneEntityataTime)122Tapping(Tim’s)Tweets125WhoDoe

8、sTimRetweetMostOften?138What’sTim’sInfluence?141HowManyofTim’sTweetsContainHashtags?144JuxtaposingLatentSocialNetworks(or#JustinBie