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Despite using an underpowered dataset, these biomarkers significantly prognosed clinically relevant patient sub-groups.
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These algorithms were tested separately using a field-scale dataset and a regional scale dataset.
For the purpose of this tutorial, I'll be using a dataset from the World Bank on access to improved sanitation facilities around the world.
The researchers used a dataset of 464,411 music recordings to analyse what has changed – and what has stayed the same – over the past half-century of song.
Because it uses a "dataset of three million images" you can assess a material almost instantly.
For example, Neumark uses a national government dataset to measure the impact of local living wage laws.
The sample size was only powered sufficiently to account for group-level differences using a repeated-measures design but underpowered to account for variations within and between individuals.
Using a resource provided by Google called BigQuery, Jari obtained a dataset that contains a complete history of revisions from the origins of Wikipedia until April 2010.
We used a few different speech datasets for training and testing.
Here is a quick example using the sanitation dataset.
Depending on the situation, using the underpowered charger on a laptop battery that needs more wattage could have a number of results.
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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