level <- 0.95

SVF1.Gus <- variogram(Gus.all)
SVF1.5.Gus <- variogram(Gus.all, fast= FALSE)
## 
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SVF2.Gus <- variogram(Gus.2021)
SVF2.5.Gus <- variogram(Gus.2021, fast= FALSE)
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SVF3.Gus <- variogram(Gus.2020)
SVF3.5.Gus <- variogram(Gus.2020, fast= FALSE)
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SVF4.Gus <- variogram(Gus.2019)
SVF4.5.Gus <- variogram(Gus.2019, fast= FALSE)
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par(mfrow = c(2,2))
plot(SVF1.Gus, level = level, fraction= 1)
title(expression("All Gus Locations"))
plot(SVF1.5.Gus, level = level, fraction= 1)
title(expression("All Gus Locations, fast= FALSE"))
plot(SVF2.Gus, level = level, fraction= 1)
title(expression("2021 Gus Locations"))
plot(SVF2.5.Gus, level = level, fraction= 1)
title(expression("2021 Gus Locations, fast= FALSE"))

par(mfrow = c(2,2))
plot(SVF3.Gus, level = level, fraction= 1)
title(expression("2020 Gus Locations"))
plot(SVF3.5.Gus, level = level, fraction= 1)
title(expression("2020 Gus Locations, fast= FALSE"))
plot(SVF4.Gus, level = level, fraction= 1)
title(expression("2019 Gus Locations"))
plot(SVF4.5.Gus, level = level, fraction= 1)
title(expression("2019 Gus Locations, fast= FALSE"))

guess1 <- ctmm.guess(Gus.all, interactive= FALSE)
guess2 <- ctmm.guess(Gus.2021, interactive= FALSE)
guess3 <- ctmm.guess(Gus.2020, interactive= FALSE)
guess4 <- ctmm.guess(Gus.2019, interactive= FALSE)
fit1 <- ctmm.select(Gus.all, guess1)
fit2 <- ctmm.select(Gus.2021, guess2)
fit3 <- ctmm.select(Gus.2020, guess3)
fit4 <- ctmm.select(Gus.2019, guess4)
summary(fit1) # n= 434
## $name
## [1] "OU anisotropic"
## 
## $DOF
##     mean     area    speed 
## 131.3993 203.8534   0.0000 
## 
## $CI
##                          low       est      high
## area (hectares)    33.487435 38.605373 44.081924
## τ[position] (days)  3.875141  4.691445  5.679704
summary(fit2) # n= 118
## $name
## [1] "OU anisotropic"
## 
## $DOF
##     mean     area    speed 
## 14.13165 22.65692  0.00000 
## 
## $CI
##                        low      est     high
## area (hectares)    24.0164 38.03155 55.21620
## τ[position] (days)  5.5961 10.14640 18.39664
summary(fit3) # n= 109
## $name
## [1] "OU anisotropic"
## 
## $DOF
##     mean     area    speed 
## 25.98194 40.19693  0.00000 
## 
## $CI
##                          low       est      high
## area (hectares)    18.477999 25.841398 34.420391
## τ[position] (days)  2.677366  4.246542  6.735395
summary(fit4) # n= 62
## $name
## [1] "OU anisotropic"
## 
## $DOF
##     mean     area    speed 
## 30.40411 40.15287  0.00000 
## 
## $CI
##                          low       est      high
## area (hectares)    46.867104 65.556514 87.333118
## τ[position] (days)  1.750822  3.362148  6.456418