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The dictionary-based approach and opinion word collection have a major shortcoming, since the same word may have different sentiment orientation in various domains.
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Asked in a BBC interview whether Ukraine would stay united despite the growing tensions, Mr Yatsenyuk said: "In Crimea we always had different sentiments and forces who try to split the country and proclaim separatism".
Republican legislators had different sentiments.
This causes posts to have different weightings within the overall indicator for market sentiments.
The techniques developed for sentiment analysis needs to focus on the type of supporting application as they have different content style.
If we let the media outlets define what we should think about women in the Olympics, you may have a different sentiment.
A further important consideration is that users cannot simply be classified as positive or negative in their overall opinions because over the course of time they might have expressed different sentiments in numerous tweets.
If a word has different senses, these senses can be seen as different sentiment elements.
Each of the leading Republican candidates has captured a different sentiment.
"Each of the leading Republican candidates has captured a different sentiment," Benjamin writese-writeswrites.
Relocation was the preferred institutional response and, according to the institutions' own analyses, was successful; however some residents have very different, opposing sentiments (Tobin and Whiteford 2002).
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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