Fischer, O., Jeitziner, L., & Wulff, D. U. (2021). Affect in science communication: A data-driven analysis of TED talks. PsyArXiv. https://doi.org/10.31234/osf.io/28yc5

Automated Sentiment Analysis

Xu, Z., & Guo, H. (2018). Using Text Mining to Compare Online Pro- and Anti-Vaccine Headlines: Word Usage, Sentiments, and Online Popularity. Communication Studies, 69(1), 103–122. https://doi.org/10.1080/10510974.2017.1414068

<small><cite class='h-cite via'>ᔥ <span class='p-author h-card'>@Currofile</span> in marina @ bliss on Twitter: "@__baileybrooks @SlackHQ This looks in line with something that https://t.co/lo2XmYayhG is building." / Twitter (<time class='dt-published'>03/09/2021 09:27:46</time>)</cite></small>

Rahman, M., Ali, G. G. M. N., Li, X. J., Paul, K. C., & Chong, P. H. J. (2020). Twitter and Census Data Analytics to Explore Socioeconomic Factors for Post-COVID-19 Reopening Sentiment [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/fz4ry

Samuel, J.; Ali, G.G.M.N.; Rahman, M.M.; Esawi, E.; Samuel, Y. COVID-19 Public Sentiment Insights and Machine Learning for Tweets Classification. Preprints 2020, 2020050015 (doi: 10.20944/preprints202005.0015.v1)

Correia, Rion Brattig, Ian B. Wood, Johan Bollen, and Luis M. Rocha. “Mining Social Media Data for Biomedical Signals and Health-Related Behavior.” Annual Review of Biomedical Data Science, May 4, 2020. https://doi.org/10.1146/annurev-biodatasci-030320-040844.

There seems to be a lot of sharp turns in the mood of the main characters in the story; not long ago Gabriel had been "trembling with delight at her sudden kiss", I wonder if we could see such a pattern of highs followed by significant lows by doing a sentiment analysis on the stories in Dubliners. On the other hand, Gabriel strongly reminds me of Mr. Hammond in Mansfield's The Stranger, as his solicitude, anxiety regarding women, and overprotected-ness of his wife is emphasized several times throughout this story, and in the end a dead man also drives the wedge between the couple.

There's a quick (and almost absurd) change in mood where just in the previous paragraph he was sad when thinking about life; I'm guessing that there will be a fairly steep slope here if we do a sentiment analysis.

Packed with mixed feelings of curiosity, fear, deferral, confusion, irritation, freedom, and reminiscing, this passage suggests that the narrator's relationship with the late Father Flynn is far more complicated (and perhaps troubling) than meets the eye. The language of this excerpt is ripe for close reading, but we could also explore it computationally by calculating pronoun frequencies (i.e., how often "he" and "him" appear compared to "I" and "me"), and by performing a sentiment analysis in a Jupyter notebook. It would be interesting to compare one's close readings with the results of a computer-generated sentiment analysis.

There is definitely a lot negative sentiment in this narrative. It would be interesting to do a sentiment analysis with this story and the Garden Party, which seems to have more a positive connotation. I would be interested in seeing which turns out to be the more negative of the two.

There have been some interesting verbs in the narrative thus far, especially this little cluster here. While the use of verbs has been frequent, the verbs them self have been some what gentle and not aggressive or assertive. I would be interested in performing a word frequency analysis to gather all the verbs, followed by a sentiment analysis to see if they are congruent with this theme of gentle submission / obedience which arises in the text.

Throughout his narrative Blake repeatedly links the mention of Rachel to the mention of the Moonstone / Diamond. I would be interested in running a word colocation / frequency analysis to see how often this happens in Blake's narrative and throughout the rest of the text. It may also be worth while to do a sentiment analysis and see what the tone is for each mention based on which narrative it came occurred in.

Although the novel has already suggested that Betteredge is an unreliable narrator, Franklin Blake's explicit refutation of specific points in the First Period account corroborates the faultiness of Betteredge's perspective. Whom should we trust? Maybe a comparative sentiment analysis of Betteredge and Blake's accounts would allow us to test Blake's claim that Betteredge has "overdrawn" his narrative and interpreted passing references too "seriously."

Mathew Bruff carefully anticipates the reader's objections, and tries to persuade him ("my dear sir") to reconsider his assessment of Godfrey Ablewhite. To better understand how and why The Moonstone's various narrators directly address readers, we could run a word collocation analysis and/or a sentiment analysis on each moment that features a narrator addressing a reader. Then, we would be informed enough to speculate about the extent to which such addresses prove effective.

Now that we have a woman narrator, I would be interested to performing a sentiment analysis and compare Miss Clack with Mr. Betteredge and the words they use to describe the female characters in the story in addition to the overall differences in word use and phrasing. It would also make for an interesting study about the author and his ability to create distinct voices for each character.

Penelope has been a compelling and independent character throughout the narrative, from the ways in which she gives insight to the narrative itself , to this moment here. It would be interesting to extract her character descriptions and speech and compare it to the other female characters in the story to see how they are different / similar. I would also be interested in comparing her to the male characters. Would this be something the sentiment analysis could be used for?