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At last, the bot matches the most frequent terms up with the most frequently viewed objects under the assumption that the two will match up appropriately.
In a recent study, public relations expert Adam Sherk analyzed the most frequent terms in company communications, and the results were eye opening.
For each topic the 10 most frequent terms and relative word frequencies in the topic are provided.
The classification of most frequent terms of a particular sentence is made on the basis of class of featured terms from training set.
In particular, we analyze the most engaged SBBD authors, the number of distinct authors, institutions, and published papers, and the evolution of some of the most frequent terms presented in the titles of the papers.
Fig. 7 Word clouds from the paper titles (a) in Portuguese, and (b) in English Fig. 8 Evolution of some of the most frequent terms over time, as collected from titles of papers both in Portuguese and English.
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So if the most frequent term occurs times, then the second most frequent term has half as many occurrences, the third most frequent term a third as many occurrences, and so on.
As a result, the most frequent term for a politician, rhetor in Greek, actually meant public speaker.
More generally, a document in which the most frequent term appears roughly as often as many other terms should be treated differently from one with a more skewed distribution.
Number of adverts it appears in (according to Adzuna) 99,862 Average salary for jobs requiring the skill £34,479 By far the most frequent term on the list, and one of the most forbidding.
The normalized TF is calculated by dividing the frequency of the term in the document by the frequency of the most frequent term in a document.
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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