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1、PythonDataAnalysisLearnhowtoapplypowerfuldataanalysistechniqueswithpopularopensourcePythonmodulesIvanIdrisBIRMINGHAM-MUMBAIPythonDataAnalysisCopyright©2014PacktPublishingAllrightsreserved.Nopartofthisbookmaybereproduced,storedinaretrievalsystem,ortransmittedinanyformorbyanymeans
2、,withoutthepriorwrittenpermissionofthepublisher,exceptinthecaseofbriefquotationsembeddedincriticalarticlesorreviews.Everyefforthasbeenmadeinthepreparationofthisbooktoensuretheaccuracyoftheinformationpresented.However,theinformationcontainedinthisbookissoldwithoutwarranty,eithere
3、xpressorimplied.Neithertheauthor,norPacktPublishing,anditsdealersanddistributorswillbeheldliableforanydamagescausedorallegedtobecauseddirectlyorindirectlybythisbook.PacktPublishinghasendeavoredtoprovidetrademarkinformationaboutallofthecompaniesandproductsmentionedinthisbookbythe
4、appropriateuseofcapitals.However,PacktPublishingcannotguaranteetheaccuracyofthisinformation.Firstpublished:October2014Productionreference:1211014PublishedbyPacktPublishingLtd.LiveryPlace35LiveryStreetBirminghamB32PB,UK.ISBN978-1-78355-335-8www.packtpub.comCoverimagebyAmy-LeeWinf
5、ield(abjure@outlook.com)CreditsAuthorProjectCoordinatorIvanIdrisShipraChawhanReviewersProofreadersAmandaCasariSimranBhogalThomasA.DyarMariaGouldDr.HariShankerGuptaAmeeshaGreenPuneetNarulaIndexersAlanJ.SalmoniHemanginiBariCommissioningEditorMariammalChettiyarAkramHussainRekhaNair
6、TejalSoniAcquisitionEditorOwenRobertsGraphicsSheetalAuteContentDevelopmentEditorPrachiBishtProductionCoordinatorsAdoniaJonesTechnicalEditorManuJosephPankajKadamKomalRamchandaniCopyEditorsCoverWorkRoshniBanerjeeManuJosephSarangChariAdithiShettyAbouttheAuthorIvanIdrishasanMScdegre
7、einExperimentalPhysics.HisgraduationthesishadastrongemphasisonAppliedComputerScience.Aftergraduating,heworkedforseveralcompaniesasJavadeveloper,datawarehousedeveloper,andQAanalyst.HismainprofessionalinterestsareBusinessIntelligence,BigData,andCloudComputing.IvanIdrisenjoyswritin
8、gclean,testablecodeandinterestingtechnicalartic
