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Local methods example

library(circularEV)
require(plotly)

data(HsSP)
data(drc)
timeRange <- 54.5

idx <- order(drc)
drc <- drc[idx]
Data <- HsSP[idx]
set.seed(1234)
Data <- Data + runif(length(Data), -0.0001, 0.0001)

PlotData(Data = Data, drc = drc, thr = NULL, pointSize = 1, cex.axis = 15, cex.lab = 2, 
    thrWidth = 2)

PolarPlotData(Data = Data, drc = drc, thr = NULL, pointSize = 4, fontSize = 14, 
    thrWidth = 4, ylim = c(0, max(Data)))

thetaVec <- 1:360

thrResultMom <- ThrSelection(Data = Data, drc = drc, h = 60, b = 0.35, thetaGrid = thetaVec, 
    EVIestimator = "Mom", useKernel = T, concent = 10, bw = 30, numCores = 2)$thr

PlotData(Data = Data, drc = drc, thr = thrResultMom, pointSize = 1, cex.axis = 15, 
    cex.lab = 2, thrWidth = 2)

PolarPlotData(Data = Data, drc = drc, thr = thrResultMom, pointSize = 4, fontSize = 12, 
    thrWidth = 4, ylim = c(0, max(Data)))

h <- 60
useKernel <- TRUE
concent <- 10
movThr <- TRUE
nBoot <- 30
set.seed(1234)
output <- LocalEstim(Data = Data, drc = drc, thr = thrResultMom, thetaGrid = thetaVec, 
    nBoot = nBoot, EVIestimator = "Mom", h = h, useKernel = useKernel, concent = concent, 
    movThr = movThr, TTs = c(100, 10000), timeRange = timeRange)

RLBoot <- output$RLBoot

PlotParamEstim(bootEstimates = output$xiBoot, thetaGrid = thetaVec, ylab = bquote(hat(xi)), 
    alpha = 0.05, ylim = NULL, cex.axis = 15, cex.lab = 2, thrWidth = 2)

PlotParamEstim(bootEstimates = output$sigBoot, thetaGrid = thetaVec, ylab = bquote(hat(sigma)), 
    alpha = 0.05, ylim = NULL, cex.axis = 15, cex.lab = 2, thrWidth = 2)

# 100-year level

PlotRL(RLBootList = RLBoot, thetaGrid = thetaVec, Data = Data, drc = drc, TTs = c(100, 
    10000), whichPlot = 1, alpha = 0.05, ylim = NULL, pointSize = 1, cex.axis = 15, 
    cex.lab = 2, thrWidth = 2)

PolarPlotRL(RLBootList = RLBoot, thetaGrid = thetaVec, Data = Data, drc = drc, 
    TTs = c(100, 10000), whichPlot = 1, alpha = 0.05, ylim = NULL, pointSize = 4, 
    fontSize = 12, lineWidth = 2)

# 10000-year level

PlotRL(RLBootList = RLBoot, thetaGrid = thetaVec, Data = Data, drc = drc, TTs = c(100, 
    10000), whichPlot = 2, alpha = 0.05, ylim = NULL, pointSize = 1, cex.axis = 15, 
    cex.lab = 2, thrWidth = 2)

PolarPlotRL(RLBootList = RLBoot, thetaGrid = thetaVec, Data = Data, drc = drc, 
    TTs = c(100, 10000), whichPlot = 2, alpha = 0.05, ylim = NULL, pointSize = 4, 
    fontSize = 12, lineWidth = 2)

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