Tweets are arranged as horizontal slopegraphs, with each image anchored to a vertical baseline and lines connecting two sentiment scores per tweet. Thick gray lines show the shift between negative and positive scores, while emoji icons mark each endpoint. The visualization uses D3 v6 scales and axes to map scores from -1 to 1, with a static dataset of twenty Twitter images and their computed sentiment values.