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1、[1]www.it-ebooks.infoMasteringpandasforFinanceMasterpandas,anopensourcePythonDataAnalysisLibrary,forfinancialdataanalysisMichaelHeydtBIRMINGHAM-MUMBAIwww.it-ebooks.infoMasteringpandasforFinanceCopyright©2015PacktPublishingAllrightsreserved.Nopartofthisbookmaybereproduced,storedinaretrievalsystem,or
2、transmittedinanyformorbyanymeans,withoutthepriorwrittenpermissionofthepublisher,exceptinthecaseofbriefquotationsembeddedincriticalarticlesorreviews.Everyefforthasbeenmadeinthepreparationofthisbooktoensuretheaccuracyoftheinformationpresented.However,theinformationcontainedinthisbookissoldwithoutwarr
3、anty,eitherexpressorimplied.Neithertheauthor,norPacktPublishing,anditsdealersanddistributorswillbeheldliableforanydamagescausedorallegedtobecauseddirectlyorindirectlybythisbook.PacktPublishinghasendeavoredtoprovidetrademarkinformationaboutallofthecompaniesandproductsmentionedinthisbookbytheappropri
4、ateuseofcapitals.However,PacktPublishingcannotguaranteetheaccuracyofthisinformation.Firstpublished:May2015Productionreference:1190515PublishedbyPacktPublishingLtd.LiveryPlace35LiveryStreetBirminghamB32PB,UK.ISBN978-1-78398-510-4www.packtpub.comwww.it-ebooks.infoCreditsAuthorProjectCoordinatorMichae
5、lHeydtNehaBhatnagarReviewersProofreadersJamesBeveridgeStephenCopestakePhilippDeutschSafisEditingJonGaitherJimHolmströmIndexerMariammalChettiyarFrancescoPochettiGraphicsCommissioningEditorSheetalAuteKartikeyPandeyDishaHariaContentDevelopmentEditorMerwynD'souzaProductionCoordinatorConidonMirandaTechn
6、icalEditorShashankDesaiCoverWorkConidonMirandaCopyEditorSarangChariwww.it-ebooks.infoAbouttheAuthorMichaelHeydtisanindependentconsultant,educator,andtrainerwithnearly30yearsofprofessionalsoftwaredevelopmentexperience,duringwhichtime,hefocusedonAgilesoftwaredesignandimplementationusingadvancedtechno
7、logiesinmultipleverticals,includingmedia,finance,energy,andhealthcare.HeholdsanMSdegreeinmathematicsandcomputersciencefromDrexelUniversityandanexecutivemaster'softechnologymanagementdegreefromtheUniversityo