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Data preparation

createTimePoints()
Create an object of class TP
plot(<TP>)
Plot function for class TP
summary(<TP>)
Summary function for TP objects
getTimePoints()
Extract time points
removeTimePoints()
Remove time points from an object of class TP
as.data.frame(<TP>)
Coerce TP object to data.frame

Detect outliers for single observations

detectSingleOut()
Detect outliers for single observations
removeSingleOut()
Replace outliers for single observations by NA
plot(<singleOut>)
Plot outliers for single observations
detectSingleOutMaize()
detectSingleOutMaize

Spatial modeling

fitModels()
Fit spatial models per time point
plot(<fitMod>)
Plot function for class fitMod
summary(<fitMod>)
Summary function for fitMod objects
getGenoPred()
Extract predicted genotypic values
getCorrected()
Extract corrected phenotypic values
getHerit()
Extract heritabilities
getVar()
Extract variances
getEffDims()
Extract effective dimensions

Fit splines

fitSpline()
Fit Splines
plot(<HTPSpline>)
Plot the results of a fitted spline.

Estimate parameters

estimateSplineParameters()
Extract estimates from fitted splines.
plot(<splineEst>)
Plot the results of estimated spline parameters.

Fit HDM splines

fitSplineHDM()
Fit P-Spline Hierarchical Curve Data Models
predict(<psHDM>)
Predict the P-Splines Hierarchical Curve Data Model
plot(<psHDM>)
Plot function for class psHDM

Detect outliers for series of observations

detectSerieOut()
Detect outliers for series of observations
removeSerieOut()
Replace outliers for series of observations by NA
plot(<serieOut>)
Plot outliers for series of observations

Example data

PhenoarchDat1
Greenhouse data for a maize experiment in the PhenoArch platform.
PhenovatorDat1
Growth chamber data for an Arabidopsis experiment in the Phenovator platform.
RootDat1
Greenhouse data for an experiment in the RootPhAir platform.
spatCorrectedArch
Maize data corrected for spatial trends.
spatCorrectedVator
Arabidopsis data corrected for spatial trends.
noCorrectedRoot
Root data corrected for outliers for single observations.
spatPredArch
Maize data, genotypic predictions.

Utility functions

countValid()
Count valid observations per time point for a given trait
countValidPlot()
Count valid observations per plotId for a given trait