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First, it helps to build up TechSee's larger back catalogue of videos, where all identifying characteristics are removed with the focus solely on the device or problem in question.
By using lagged observations, (1) endogeneity (or causality) is eliminated, and (2) the country time-invariant characteristics are removed from the explanatory variables that may be correlated.
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All other sociodemographic characteristics were removed from the model.
Using the case-crossover design, each subject is their own control, and so any confounding by fixed characteristics is removed.
All identifying characteristics were removed from the posts and usernames replaced with pseudonyms such as F3B10, which represents forum 3, thread B, poster 10.
People who had one or more missing values on these characteristics were removed, because weight factors based on these characteristics could not be estimated (in total 2,8% of the respondents were removed).
It would, however, be interesting to compare the results of Experiment 1a (speech that had all the speechlike characteristics) with the results of Experiment 4c (speech that was manipulated such that some of the speechlike characteristics were removed).
To filter variants and avoid false positives, candidate SNPs exhibiting any of the following characteristics were removed: (1) mapping quality score lower than 4; (2) quality less than 30; (3) less than 10× or more than 45× mapping depth.
In that way the effect of unit characteristics, which remain constant over time, are removed and information about these fixed characteristics can be omitted without causing any bias.
The final product of conventional plant breeding is the result of a series of selections in which plants with undesirable characteristics, such as poor yield, are removed from the breeding pool.
(6) False alarms are removed: if motion characteristics of successive subsequences are similar, those subsequences are merged and the change point between them is deleted.
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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