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R W o r k s h o p P r o c e e d i n g s c e u r LGOBE Distribution of each frame label (main media frame) in the Gun Violence Frame Corpus [9]. 38 215 373 65 137 114 237 41 80 ”Breaking down the 27 words of the Second Amendment“ ”How gun background checks work“ ”Romney open to new gun measures“ ”Florida shooter a troubled loner with white supremacist ties“ 7 ways to help prevent school shootings ”Lawyers call US gun charges for Mexican man ’vindictive’“ “Students call for action after Florida school mass shooting” “White House weighs video game link to gun violence” “Calstrs to engage with assault-weapon sellers first, divest last”
Technical methodological diagram illustrating the key steps in the narrative extraction and analysis process, starting with the preprocessed final data set and ending with the quantitative and qualitative evaluation of the resulting narrative maps.
Linear programming formulation of the extraction method of Keith and Mitra [
Start: Frame 2 Start: Frame 3 Jensen-Shannon divergence values obtained by comparing the framing distribution of each combination starting and ending frames with the distribution of the data set.
Average
Sample narrative map extracted from news events spanning January to June 2018. Events are represented as nodes labeled with headlines and frames. Connections indicate narrative relationships between events. Inconsistencies in framing across the map highlight challenges in producing coherent framing narratives through the extraction process.
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