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Best practices for filtering global news APIs with complex Boolean queries for media monitoring

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I am working on a global media monitoring project that tracks news about a specific country (Turkey) across 500+ international sources and multiple regions (Egypt, Libya, Somalia, Ethiopia).

My current approach uses a Boolean search query like this:

(Turkey OR Erdogan OR KAAN OR Fidan OR Ankara OR Istanbul)

However, I am facing two main challenges:

  1. Noise/false positives: how can I refine this logic to avoid irrelevant results while ensuring I don't miss niche geopolitical updates?

  2. Automation: are there specific Python libraries or API integration patterns (like using NewsAPI or Inoreader's API) that are better suited for handling such a high volume of sources and country-specific tags?

I need a way to categorize these results by country automatically. What would be the most efficient technical workflow to manage this scale of data?


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