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More specifically, we use the sentiment shock and trend indicators introduced in the previous studies, and we design stock selection rules of holding long positions of the top 25% stocks and short positions of the bottom 25% stocks according to rankings produced by learning-to-rank algorithms.
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"This sentiment shocks me deeply – considering that I really am to be tied by the conjugal knot & actually to be blessed by the Church of England: but then the truth always is so shocking and probably nobody is monogamous".
Nearly 15 years ago, 9/11 had evoked similar sentiments: shock, disbelief and confusion.
Sentiment meets shock.
The sentiment barely shocked anyone; even Lin-Manuel Miranda, who based the rapping style of the title character in "Hamilton" partly on Eminem, tweeted at the President that he's "going straight to hell".
Front-page images of militiamen holding children's toys aloft amongst the wreckage were the catalyst that began to shift sentiments from shock and sadness to fury and frustration.
The sentiment underlying the shock — that the United States should be better, that we have a Constitution that protects its citizens from violent excesses, that an unarmed young man ought to be able to live through an encounter with a police officer — seems almost precious, when one considers the country's racial history.
Mr. Lythgoe later reiterated the sentiment: "I am truly shocked by tonight's 'American Idol' result!
On the economic front, sentiment was hit by a shock 4.0% month-on-month drop in German industrial production in August, compared to a forecast fall of 1.5%, raising the prospect of recession in the eurozone powerhouse.
Examples are the economic crisis that forced Denmark to focus on renewable energy but also on the economic most viable options (large scale investments), the biophysical conditions in the Netherlands that explain a focus on fossil fuels and the anti-nuclear sentiments in combination with the shock of the 2011 Fukushima disaster that sped up the phasing out of nuclear power in Germany.
But shock was the common sentiment as the SFA announced the imposition of a 12-month transfer embargo on the stricken Ibrox club.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com