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Very well presented, use of images, data screenshot all are perfect. Great work on scraping. One thing that was confiusing to me was, did you scrape daily headlines?
Very nice bar charts. I like how you filtered for countries. A future idea is to look for "neighbors" for when countries appeared. Say plus minus five words around. Did these countries appear in positive or negative contexts? What were some of the words that appeared in the neighborhood? You could even make wordclouds for each. I like your sentiment analysis which is similar to what I mentioned. It wasn't clear to me how you calculated the sentiments, was it through the entire article or the neighborhood? I assume the former.
Nice ethics discussion. Great work!
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