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Mastering Exploratory Analysis with pandas
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ThepandasisaPythonlibrarythatletsyoumanipulate,transform,andanalyzedata.Itisapopularframeworkforexploratorydatavisualizationandanalyzingdatasetsanddatapipelinesbasedontheirproperties.Thisbookwillbeyourpracticalguidetoexploringdatasetsusingpandas.YouwillstartbysettingupPython,pandas,andJupyterNotebooks.YouwilllearnhowtouseJupyterNotebookstorunPythoncode.Wethenshowyouhowtogetdataintopandasanddosomeexploratoryanalysis,beforelearninghowtomanipulateandreshapedatausingpandasmethods.Youwillalsolearnhowtodealwithmissingdatafromyourdatasets,howtodrawchartsandplotsusingpandasandMatplotlib,andhowtocreatesomeeffectivevisualizationsforyouraudience.Finally,youwillwrapupyournewlygainedpandasknowledgebylearninghowtoimportdataoutofpandasintosomepopularfileformats.Bytheendofthisbook,youwillhaveabetterunderstandingofexploratoryanalysisandhowtobuildexploratorydatapipelineswithPython.
