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In cases of inconsistent data, we imputed the educational level that corresponded to the educational level that was closest to the ISCO level.
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In some cases, a large amount of inconsistent data over time may lead to total abandonment of a model.
The method automates the identification and exclusion of inconsistent data.
The number of inconsistent data was ≤1 for 159 of the 219 total solutions.
This leads to losses of valuable secondary raw materials, environmental degradation and provision of inconsistent data.
Two independent researchers (Ben-Gang Wang and De-Hui Yi) each extracted all data that were considered to be relevant, and in cases of inconsistent selection, a third author (Yong-Feng Liu) participated in data selection.
Standard rules are also needed for evaluating the accuracy and correctness of data and for dealing with such issues as uncertainty and incompleteness of data, especially in relation to real-time big data (and context-aware) applications which require the data to be described using advanced models of the very urban systems that that data are associated with in case of missing and inconsistent data.
The practice receives feedback in the case of missing or inconsistent data, and corrected data are entered in the database in the next month.
A related problem is raised by cases of inconsistent appearances, as in the case of the waterfall illusion.
Data from the telephone interviews were checked for out-of-range or inconsistent data.
Another strength comes from a relatively low proportion of cases excluded due to missing or inconsistent data (n = 11, 813 or 5.4% of the original data), offering a relatively complete snapshot of uptake for the eligible population.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com