What is Spot a Bot?

Spot a Bot estimates the number of bot accounts on Twitter by analyzing current and historical trends. It allows users to view trend activity from the UK, USA, and Germany and to compare trend data over time. The tool reports key metrics, including a model accuracy of 86 % and a total of 3,420,379 accounts examined.

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Spot a Bot's key features

  • Supervised learning classification model
  • XGBoost decision tree ensemble
  • Outputs bot probability (0-1)
  • Trains on labeled Twitter data
  • Feature engineering from profiles and tweets
  • 80/20 train-test split

Spot a Bot use cases

  • Analyze bot activity trends across the UK, USA, and Germany to assess the influence of automated accounts on political discussions
  • Generate historical bot account reports for compliance teams to ensure brand safety and identify fake engagement patterns
  • Export daily bot metrics to feed into a real‑time dashboard for social media analysts monitoring platform integrity

Who is it for?

  • Data analysts
  • Marketing researchers
  • Content creators
  • Digital marketers
  • Trend spotters

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