Mining the Social Web by Mattbew A.Russell eBook Free Download

 

Mining the Social Web by Mattbew A.Russell eBook Free Download

 

Mining the Social Web by Mattbew A.Russell eBook Free Download

Mining the Social Web by Mattbew A.Russell eBook Free Download

Introduction:

By what method would you be able to take advantage of the abundance of social web information to find who’s making associations with whom, what they’re discussing, and where they’re found? With this extended and altogether overhauled release, you’ll figure out how to get, investigate, and outline information from all edges of the social web, including Facebook, Twitter, LinkedIn, Google+, GitHub, email, sites, and writes.

  • Utilize the Natural Language Toolkit, NetworkX, and other investigative figuring devices to mine well known social sites
  • Apply propelled content mining strategies, for example, bunching and TF-IDF, to concentrate significance from human dialect information
  • Bootstrap interest charts from GitHub by finding affinities among individuals, programming dialects, and coding ventures
  • Manufacture intuitive representations with D3.js, a remarkably adaptable HTML5 and JavaScript toolbox
  • Exploit more than two-dozen Twitter formulas, exhibited in O’Reilly’s prevalent “issue/arrangement/examination” cookbook design

The sample code for this novel information science book is kept up in an open GitHub store. It’s intended to be effectively open through a turnkey virtual machine that encourages intelligent learning with a simple to-utilize accumulation of IPython Notebooks.

Contents Book:

1. Presentation: Hacking on Twitter Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1

Introducing Python Development Tools 1

Gathering and Manipulating Twitter Data 3

Tinkering with Twitter’s API 4

 

2. Microformats: Semantic Markup and Common Sense Collide . . . . . . . . . . . . . . . . . . 19

XFN and Friends 19

Investigating Social Connections with XFN 22

A Breadth-First Crawl of XFN Data 23

Geocoordinates: A Common Thread for Just About Anything 30

 

3. Post boxes: Oldies yet Goodies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41

mbox: The Quick and Dirty on Unix Mailboxes 42

mbox + CouchDB = Relaxed Email Analysis 48

Mass Loading Documents into CouchDB 51

Sensible Sorting 52

 

4. Twitter: Friends, Followers, and Setwise Operations . . . . . . . . . . . . . . . . . . . . . . . . . 83

Serene and OAuth-Cladded APIs 84

No, You Can’t Have My Password 85

A Lean, Mean Data-Collecting Machine 88

A Very Brief Refactor Interlude 91

 

 

5. Twitter: The Tweet, the Whole Tweet, and Nothing however the Tweet . . . . . . . . . . . . 119

Pen : Sword :: Tweet : Machine Gun (?!?) 119

Investigating Tweets (One Entity at a Time) 122

 

6. LinkedIn: Clustering Your Professional Network for Fun (and Profit?) . . . . . . . . . . 167

Inspiration for Clustering 168

7. Google Buzz: TF-IDF, Cosine Similarity, and Collocations . . . . . . . . . . . . . . . . . . . . . 201

Buzz = Twitter + Blogs (???) 202

Information Hacking with NLTK 205

 

 

 

8. Websites et al.: Natural Language Processing (and Beyond) . . . . . . . . . . . . . . . . . . . . . 239

NLP: A Pareto-Like Introduction 239

Punctuation and Semantics 240

A Brief Thought Exercise 241

A Typical NLP Pipeline with NLTK 242

 

Mining the Social Web by Mattbew A.Russell eBook Free Download

 

Mining the Social Web by Mattbew A.Russell eBook Free Download

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