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The study included analysis of more than 40 official datasets, an in-depth week-long census survey of charity service users in 10 UK locations and interviews with destitute people.
In Canada a 2012 survey found that 1.3% of those between the ages of 18 and 59 identified as gay, with 1.1% identifying as bisexual.But even within official datasets, problems exist.
In many ways official datasets resemble official texts: we need to learn how to read and interpret them critically, to read between the lines, to notice what is absent or omitted, to understand the gravity and implications of different figures, and so on.
We also examined care plans to ascertain the level of family support (information which is not available in official datasets).
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In this effort, the online-based calculations, such as WI, can provide a useful advance indicator, if they can be benchmarked against an official dataset.
However, the correlations observed in the case of present data between area under cultivation and yield, especially in the case of maize and wheat, questions the veracity of the official dataset.
These functions have been tested against the official test datasets, which make the package an excellent reference for algorithms used in other systems or being adapted in other countries.
One caveat is that the dataset we created may be slightly different from the official disorder dataset used in CASP7 evaluation [ 17].
We only used the official test dataset to estimate performance upon training completion.
This was in another league altogether, a huge dataset of official documents: 251,287 dispatches, from more than 250 worldwide US embassies and consulates.
Before its official public release, this dataset was made available to a number of researchers to use and evaluate.
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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