How to impute missing data using mice package in R programming

#Missingdata #NAvalues # Rprogramming #dataimputation #datacleaning #micepackage
In this video I have demonstrated how to impute data using mice() function form mice package in R programming.
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[@nicolas3030]

Thanks!

[@laianamoura4730]

Thank you very much for teaching!

[@DevResearch]

Glad it helped you. Watch my other videos also.

[@abubakarbashir7951]

Thank you so much for your usual informative videos. I really appreciate that.

[@DevResearch]

Thanks for this appreciation.

[@mocabeentrill]

This is Extremely useful and important. Thank you.

[@DevResearch]

Thanks for appreciation. Glad it helped.

[@guilhermecosta6480]

You saved me. I am using ozone data in my ozone research in the state of São Paulo (Brazil). Thanks!!!

[@DevResearch]

Thanks for these words. Mice package fails for some data, there Amelia or missforest can be used.

[@Karim-kk1ol]

Thank you very much it was very usefull

[@DevResearch]

Thanks and glad that it helped.

[@Marie-wi9hl]

Thank you, but how can I then run an Anova with the imputed dataset? It gives me error messages repetitively. Thanks in advance

[@DevResearch]

It's a three part video . Watch all those three. You will get the idea.

[@samiyaahmed3148]

I downloaded data from CMIP6 from 1970-2005 and further future windows from 2015-2099 for one variable (precipitation). The issue is the Annual data contains negative rainfall how to correct this data kindly guide there are no NA only negative values . Thanks

[@DevResearch]

Don't know much about hydrology. If the negative values means no rainfall , we can make them zero using mutate or ifelse . If you want to treat them as NA values in mutate or ifelse , use NA.

[@surajjha9870]

Hello Sir, How do we know when to use which function? For example, I have PCE data with date and PCE column and have missing values in it? will mice function work here? Thank you.

[@DevResearch]

Yes. Sometimes some algorithms fail to converge, we can use Amelia or missforest then. Sometimes some specifying the imputation method is sufficient.

[@DevResearch]

It's a time series data. ImputeTS package has function to impute time series data.