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The commentary on the text is split between four personalities, playfully labeled — "Nation" (Jeffrey Goldberg), "Library" (Rebecca Newberger Goldstein), "Playground" (Lemony Snicket), and "House of Study" (Nathaniel Deutsch) — to indicate their critical predilections.
Nominally, the text is split into three books with its principal narrator, Lawrence Lucifer, reflecting on past experiences from Corfu; the other strand to the story is extrapolated from the diary entries of one Herbert Death Gregoryry, who has disappeared, abandoning his manuscript in the basement of a seedy Edwardian hotel in south London.
Sentence detection: The parsed input text is split into a set of sentences.
First of all the sparse text is split into two, a training text corpus and a development text corpus.
Then, the text is split up between a number of professional translators who have all been vetted by the company and they check and edit the machine translation.
During this stage the text is split into individual words and sentences (tokenization) followed by a morphological analysis that includes: highlighting objects such as formulas and chemical entities, removing unnecessary words and meaningless combinations of symbols, recognizing general English words and tokens with special meaning (units, stable isotopes, acronyms, etc).
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2) If the post mentioned multiple issues but gave more weight to one over the others, the text was split into separate pieces, and each was categorized appropriately.
Text was split at periods, exclamation and interrogation marks, and at white spaces, when those were preceded and followed by some specified characters, as in the following example: (?<=[0-9a-z\.][0-9a-z%"])\.
In two instances a long text section is split in two parts and the Hachisuka scroll has an accumulation of three illustrations unseparated by text, and an accumulation of two unseparated independent text sections.
Prior to running the topic modeller the text corpus is split into tokens and so-called stop-words (e.g. "the", "and", "if") are removed.
The long third text section is split in two parts and followed by three illustrations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com