We can  conclude that applying sentiment analysis to the tweets is a viable method to define the prototypical sentiment related to the situations (yielding an accuracy of up to 72.20%).
our targets being very specific and restricted by the limited search space when using the Twitter Search API, we were only able to collect tweets for fewer than half of the targets.