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Table 1 Recommended number of imputations needed for varying fractions of missing data (Graham[9])

From: Model development including interactions with multiple imputed data

Fraction of missing data

0.1

0.3

0.5

0.7

0.9

Number of imputations

20

20

40

100

>100