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twimoji

a mostly-for-fun exercise in analyzing location-enabled tweets with emoji in Philadelphia

Data

Collection

This project uses the simplest method to aggregate tweets based on simple parameters:

  • This IFTTT job to collect tweets with location attributes in a given radius around Philadelphia:

IFTTT Recipe: Collect Tweets with Location connects twitter to google-drive

  • Saves to a Google Spreadsheet, when full begins new sheet

Cleanup & Reshape

  • Tokenize words from tweet text for possible later NLP
  • Extract latitude & longitude from link to map field string

Analysis

  • Emoji lookup table
  • Map unicode and bytes from table
  • Calculate word frequency
  • Only count 1st occurence of an emoji per tweet

Visualization

Geocoding

  • CartoDB

Location Filtering

  • Uses city boundaries file (link)
  • Add geodata for additional demographic analysis:
    • Census tracts or Block segments
    • Zip codes?

Time-based animation

  • Torque.js