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NLP tools to analyse twitter for different user groups and perform topic modelling

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ikitcheng/twitter_nlp_ONS

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Twitter NLP Project:

This repo contains tools to pull data from Twitter and analyse tweets according to the metadata contained with them. We have put together tools which have enabled a pipeline to execute NLP sentiment analysis on the data obtained Twitter, as well as providing visualization amongst out findings, this includes user group classification, topic modelling & wordclouds.

Breakdown of repository:

  • Scraper:
    • Scraper script is set up to automate the continuous pull of twitter data containing specified hashtags; limited to the last 7 days
    • Scraper can be extended to pull tweets containing any tweet attribute
    • User config file must be provided to authenticate against the Twitter API
  • Cleaner:
    • Clean twitter metadata
  • FeX:
    • Feature Extraction
  • WordCloudGen:
    • Word Cloud Generator
  • Classifier:
    • User Classification
  • GeoTagger
    • Used to determine geo-spatial sentiment analysis / region based

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NLP tools to analyse twitter for different user groups and perform topic modelling

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