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"The power of our platform is that once that data is put into it, it can then represent/translate it into a common format that all developers can use and agree on".
Once that data is integrated, analysis tools from companies like E.Piphany and Broadbase Software can be used to look for patterns of behavior.
Overall, these results support the shadow profile hypothesis for biographical data in Twitter, evidencing that features of the description of non-users can be predicted with data from users, but once that data is abundant enough.
Initially this process is probabilistic, meaning that what text is labeled as important data is a matter of confidence and likelihoods, but once that data is extracted, it's effectively treated as a certainty.
However, once that data is exposed, even a little, guys like Winer can act all highfaluting and guys like me can send dick jokes to 141 people and Highlight will be to blame.
Once that data left company premises, there was no way for the company to control it in the first place, but the fact that a set of millions of entries was being sent to any academic who asked, and anyone who had a publicly listed username and password, suggests it wasn't even trying.
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But once you have that data, few of them follow through in helping you to make use of it.
Once all of that data was compiled and analyzed, the company could use its algorithm to definitively recommend an enjoyable book to read.
"If it does work then is there a particular socio-demographic group it works best with?" "Once I have that data, I can take it into the academic world and say 'look, there is something here'".
"Once I hit that data cap everything started loading too slowly," Reyes says.
"Obviously the difference, once you delve into that data, is that with females there's more gender-based or physical appearance-based harassment".
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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