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In our dataset, we separated the data from songs into a high familiarity data group (4 6 familiarity scores) and a low familiarity data group (1 3 familiarity scores).
To aid data management and gain familiarity, data excerpts were organised onto Excel spreadsheets using a framework analysis.
In the familiarity data set, the method correctly classified 88.5% of the subjects, and the average length of test was reduced by about 50%.
The familiarity data were collected under NIH grant R01 LM007222-05 (PI: Qing Zeng-Treitler) and the numeracy data were collected as part of AHRQ R03-HS016333 (PI: Rita Kukafka).
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Familiarity with data management and computer literacy were additional criteria for the data clerk.
Data warehouse modeling is a complex task, which involves knowledge of business processes of the domain of discourse, understanding the structural and behavioral system's conceptual model, and familiarity with data warehouse technologies.
My familiarity with data in the context of societal issues had been limited to a few interactions with the leadership of MIT Media Lab, and a 2015 The Wall Street Journal column that I wrote entitled Tracing Some of Big Data's Big Paradoxes, which discussed some of the thornier issues around Big Data risks as articulated by Neil M. Richards, Professor of Law at Washington University in St . Louis
While familiarity with data and science might be a given for the pair, how have they taken to their new roles as art curators of sorts?
Qualifications: Given the tasks involved in all four parts of the project, students who are interested in applying should have some prior experience and familiarity in data-driven research.
A significant challenge was that students and supervisors lacked familiarity with longitudinal data generally and Agincourt HDSS data specifically.
Reading and re-reading of the interview transcripts and listening to interview recordings to build familiarity with the data enabled immersion in the data.
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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