By Megan Squire

ISBN-10: 1785284010

ISBN-13: 9781785284014

Key Features

  • Grow your information technological know-how services by way of filling your toolbox with confirmed suggestions for a large choice of cleansing challenges
  • Familiarize your self with the an important info cleansing approaches, and proportion your individual fresh facts units with others
  • Complete real-world tasks utilizing information from Twitter and Stack Overflow

Book Description

Is a lot of a while spent doing tedious projects akin to cleansing soiled facts, accounting for misplaced information, and getting ready information for use through others? if this is the case, then having the correct instruments makes a severe distinction, and should be a good funding as you develop your info technology expertise.

The e-book begins through highlighting the significance of information cleansing in info technology, and should assist you attain rewards from reforming your cleansing procedure. subsequent, you are going to cement your wisdom of the fundamental ideas that the remainder of the ebook depends on: dossier codecs, facts kinds, and personality encodings. additionally, you will the best way to extract and fresh facts saved in RDBMS, internet records, and PDF files, via sensible examples.

At the top of the e-book, you can be given an opportunity to take on a number of real-world projects.

What you'll learn

  • Understand the position of knowledge cleansing within the total facts technological know-how process
  • Learn the fundamentals of dossier codecs, info forms, and personality encodings to scrub info properly
  • Master severe positive factors of the spreadsheet and textual content editor for organizing and manipulating data
  • Convert information from one universal structure to a different, together with JSON, CSV, and a few special-purpose formats
  • Implement 3 various thoughts for parsing and cleansing facts present in HTML documents at the Web
  • Reveal the mysteries of PDF files and methods to pull out simply the knowledge you want
  • Develop a number of ideas for detecting and cleansing undesirable facts kept in an RDBMS
  • Create your personal fresh facts units that may be packaged, approved, and shared with others
  • Use the instruments from this e-book to accomplish real-world initiatives utilizing facts from Twitter and Stack Overflow

About the Author

Megan Squire is a professor of computing sciences at Elon college. She has been amassing and cleansing soiled information for 2 a long time. She is usually the chief of FLOSSmole.org, a examine undertaking to gather facts and learn it to be able to learn the way loose, libre, and open resource software program is made.

Table of Contents

  1. Why do you want fresh Data?
  2. Fundamentals – codecs, varieties, and Encodings
  3. Workhorses of unpolluted facts – Spreadsheets and textual content Editors
  4. Speaking the Lingua Franca – info Conversions
  5. Collecting and cleansing information from the Web
  6. Cleaning information in Pdf Files
  7. RDBMS cleansing Techniques
  8. Best Practices for Sharing Your fresh Data
  9. Stack Overflow Project
  10. Twitter Project

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Clean Data - Data Science Strategies for Tackling Dirty Data by Megan Squire


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