Persson M.V., Martins L.F. Mastering Python Data Analysis

Packt Publishing, 2016 - 284p. - ISBN: 978-1783553297.Become an expert at using Python for advanced statistical analysis of data using real-world examplesAbout This BookClean, format, and explore data using graphical and numerical summaries
Leverage the IPython environment to efficiently analyze data with Python
Packed with easy-to-follow examples to develop advanced computational skills for the analysis of complex dataWho This Book Is ForIf you are a competent Python developer who wants to take your data analysis skills to the next level by solving complex problems, then this advanced guide is for you. Familiarity with the basics of applying Python libraries to data sets is assumed.What You Will LearnRead, sort, and map various data into Python and Pandas
Recognise patterns so you can understand and explore data
Use statistical models to discover patterns in data
Review classical statistical inference using Python, Pandas, and SciPy
Detect similarities and differences in data with clustering
Clean your data to make it useful
Work in Jupyter Notebook to produce publication ready figures to be included in reports