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For this analysis, there was a substantial number of missing values because of default, refusal, inability to cough, or laboratory error.
The improvement in matching statistics is only marginal, however, and probably due to the fact that these attributes have a substantial number of missing values in either one or both datasets.
Due to a substantial number of missing values for several variables (income 12.4%, Cyst-C 6.8%, hsCRP 6.4%, albumin 4.7%, creatinine 4.5%), we performed the multivariable modeling with multiple imputation using chained equations (Stata "MI" suite), pooling regression coefficient estimates for each model across 10 imputations using Rubin's rules [ 34, 35].
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Large, high-throughput, machine-generated data often come with substantial numbers of missing values that need to be dealt with appropriately prior to statistical analyses.
Also, a substantial number of values in the covariates were missing, and non-Dutch participants had a higher number of missing values for some of the covariates; however, on the assumption that these are missing at random (i.e. missings may be correlated with variables in the model, but may not be correlated with variables not in the model) they are unlikely to have caused selection bias.
From the plot of magnitude versus transformed time in Fig. 4d, there are a substantial number of missing aftershocks of M ≥ 4.2 immediately after the M7.3 event.
Subjects did not have a substantial number of missing teeth and only 4% used removable dentures.
Applicability of NM-Score was studied by response rate and number of missing values.
The number of missing values ranges between 0% and 4.1%.
Bid and ask quotes show a large number of missing values on Aug. 24, 2009.
The average number of missing values for a respondent is 22.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com