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Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython

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Get complete instructions for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.6, the second edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You’ll learn the latest versions of pandas, NumPy, IPython, and Jupyter in the process.

Written by Wes McKinney, the creator of the Python pandas project, this book is a practical, modern introduction to data science tools in Python. It’s ideal for analysts new to Python and for Python programmers new to data science and scientific computing. Data files and related material are available on GitHub.

  • Use the IPython shell and Jupyter notebook for exploratory computing
  • Learn basic and advanced features in NumPy (Numerical Python)
  • Get started with data analysis tools in the pandas library
  • Use flexible tools to load, clean, transform, merge, and reshape data
  • Create informative visualizations with matplotlib
  • Apply the pandas groupby facility to slice, dice, and summarize datasets
  • Analyze and manipulate regular and irregular time series data
  • Learn how to solve real-world data analysis problems with thorough, detailed examples
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The Large Scale Structure of Space-Time (Cambridge Monographs on Mathematical Physics)
The Large Scale Structure of Space-Time (Cambridge Monographs on Mathematical Physics)
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Leverage the power of Vagrant to create and manage virtual development environments with Puppet, Chef, and VirtualBox

About This Book

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Discover how poor identity and privilege management can be leveraged to compromise accounts and credentials within an organization. Learn how role-based identity assignments, entitlements, and auditing strategies can be implemented to mitigate the threats leveraging accounts and identities and how to manage compliance for regulatory...

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Pro Tools LE 7 Ignite! (Pro Tools Le 7 Ignite!: The Visual Guide for New Users)
Get ready to explore the world of computer music creation with Pro Tools® LE 7! Even if you’ve never created music on your computer, Pro Tools LE 7 Ignite!, Second Edition will give you the skills you need to record and mix with confidence. Completely updated to cover the new features of Pro Tools LE 7.3 and 7.4, the book presents...
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