Book

Python for data analysis: data wrangling with pandas, NumPy, and IPython

by  Wes McKinney

Description

"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"--Page 4 of cover

Table Of Contents

  • Preliminaries
  • Python language basics, IPython, and Jupyter notebooks
  • Built-in data structures, functions, and files
  • NumPy basics: arrays and vectorized computation
  • Getting started with pandas
  • Data loading, storage, and file formats
  • Data cleaning and preparation
  • Data wrangling: join, combine, and reshape
  • Plotting and visualization
  • Data aggregation and group operations
  • Time series
  • Advanced pandas
  • Introduction to modeling libraies in Python
  • Data analysis examples
  • Advanced NumPy
  • More on the IPython system

Subject

Python (Computer program language) / Programming languages (Electronic computers) / Data mining

Details

Published Sebastopol, CA : O'Reilly Media, 2018,
Language English
Material xvi, 524 p.
ISBN 1491957662 / 9781491957660
Location
TCDC Bangkok - Closed Stack

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