From 9124908bee060d52eab9f6b51059999a095012e7 Mon Sep 17 00:00:00 2001 From: NEVEN FUCKAR Date: Fri, 4 Mar 2016 17:49:20 +0100 Subject: [PATCH 01/29] Separate new branch for SeaIceModes() --- R/SeaIceModes.R | 86 ++++++++++++++++++++++++++++++++++++++++++++ man/SeaIceModes.Rd | 88 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 174 insertions(+) create mode 100644 R/SeaIceModes.R create mode 100644 man/SeaIceModes.Rd diff --git a/R/SeaIceModes.R b/R/SeaIceModes.R new file mode 100644 index 00000000..927d5fd5 --- /dev/null +++ b/R/SeaIceModes.R @@ -0,0 +1,86 @@ +SeaIceModes <- function(var, exp, obs, sdates, seasoninf, seasonsup, nclusters=NULL, nleadtime=NULL, nmember=NULL, leadtimemin=1, leadtimemax=NULL, storefreq="monthly", sampleperiod=1, pldgr=0, listregs=NULL, weights=NULL, listindx=NULL) { + # + # This function computes sea ice variability modes based on the K-means clustering + # method applied to sea ice variable such as area, extent, volume or thickness averages + # over the selected regions with sea ice in the Northern or Southern Hemisphere. + # + # Args: + # var : e.g. sia, sie, sit, .. (sea ice area, extent, thickness, ..) + # exp, obs, sdates, nleadtime, leadtimemin, leadtimemax, storefreq and sampleperiod + # are the same as in Load: only var, exp, obs and sdates are mandatory, and only + # 1 experiment or only 1 observational dataset can be loaded + # nmember : selected ensemble member or mean between selected ensemble members, e.g. c(1,3) + # (default is NULL which produce ensemble mean of all available ensemble members) + # seasoninf : month of the year when to start computing the extended seasonal means: 1 to 12. + # seasonsup : month of the year when to stop computing the extended seasonal means: 1 to 12. + # The extended seasonal means can overlap the 31s December: e.g., DJF average. + # For monthly means put the same vales for saesoninf and seasonsup. + # nclusters : K number of clusters to be computed, or K initial cluster centers (default is NULL + # and then Clusters.R will determine the optimal number of clusters and their centers) + # pldgr : pldgr<0 for using the full values, 0 for removing the long-term mean, and 0 length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available') + tmp3 <- InsertDim(var=InsertDim(var=tmp2[1,nmember,1,], posdim=1, lendim=1), posdim=1, lendim=1) + } else { + if ( length(nmember)==2 ) { + if ( max(nmember) > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available') + tmp3 <- Mean1Dim(tmp2, posdim=2, limits=nmember) + } else { + stop('incorrect selection of ensemble members') + } + } + } + + if ( i==1 ) { tmp4 <- array(dim=c(length(tmp3[1,1,]), length(listregs))) } + tmp4[,i] <- tmp3[1,1,] +} + +ifelse(pldgr<0, output1 <- Clusters(var=tmp4, weights, nclusters, listindex=listindx), + ifelse(pldgr>0, output1 <- Clusters(Trend(var=tmp4, posTR=1, pldegree=pldgr)$detrended, weights, nclusters, listindex=listindx), + output1 <- Clusters(var=tmp4 - InsertDim(var=Mean1Dim(tmp4, posdim=1), posdim=1, lendim=dim(tmp4)[1]), weights, nclusters, listindex=listindx))) + +invisible(output1) + +} diff --git a/man/SeaIceModes.Rd b/man/SeaIceModes.Rd new file mode 100644 index 00000000..a2c13cf3 --- /dev/null +++ b/man/SeaIceModes.Rd @@ -0,0 +1,88 @@ +\name{SeaIceModes} +\alias{SeaIceModes} +\title{ + Computes sea ice variability modes or clusters. +} +\description{ + This function computes sea ice variability modes based on the K-means clustering + method applied to sea ice variable such as area, extent, volume or thickness averages + over the selected regions with sea ice in the Northern or Southern Hemisphere. +} +\usage{ + SeaIceModes(var, exp, obs, sdates, seasoninf, seasonsup, nclusters=NULL, nleadtime=NULL, nmember=NULL, leadtimemin=1, leadtimemax=NULL, storefreq="monthly", sampleperiod=1, pldgr=0, listregs=NULL, weights=NULL, listindx=NULL) +} +\arguments{ + \item{var}{ + For example: sia, sie, sit, .. (sea ice area, extent, thickness, ..) + exp, obs, sdates, nleadtime, leadtimemin, leadtimemax, storefreq and sampleperiod + are the same as in Load: only var, exp, obs and sdates are mandatory, and only + 1 experiment or only 1 observational dataset can be loaded. + } + \item{nmember}{ + Selected ensemble member or mean between selected ensemble members, e.g. c(1,3) + (default is NULL which produce ensemble mean of all available ensemble members). + } + \item{seasoninf}{ + Month of the year when to start computing the extended seasonal means: 1 to 12. + } + \item{seasonsup}{ + Month of the year when to stop computing the extended seasonal means: 1 to 12. + The extended seasonal means can overlap the 31s December: e.g., DJF average. + For monthly means put the same vales for saesoninf and seasonsup. + } + \item{nclusters}{ + K number of clusters to be computed, or K initial cluster centers (default is NULL + and then Clusters.R will determine the optimal number of clusters and their centers). + } + \item{pldgr}{ + pldgr<0 for using the full values, 0 for removing the long-term mean, and 0 Date: Tue, 25 Jul 2017 10:05:22 +0200 Subject: [PATCH 02/29] Include Neven's more recent versions --- R/AreaWeights.R | 54 ++++++++++++++++++++++++++ R/Clusters.R | 101 ++++++++++++++++++++++++++++++++++++++++++++++++ R/SeaIceModes.R | 96 ++++++++++++++++++++++++++------------------- 3 files changed, 212 insertions(+), 39 deletions(-) create mode 100644 R/AreaWeights.R create mode 100644 R/Clusters.R diff --git a/R/AreaWeights.R b/R/AreaWeights.R new file mode 100644 index 00000000..4178cb47 --- /dev/null +++ b/R/AreaWeights.R @@ -0,0 +1,54 @@ +AreaWeights <- function(listregs=NULL, datagrid='/cfu/autosubmit/con_files/mesh_mask_nemo.N3.2_O1L42.nc', datamask='/cfu/autosubmit/con_files/mask.regions.N3.2_O1L42.nc') { + # + # This function computes area weights of the selected regions in listsregs. + # + # Args: + # listregs : the list of names of the selected regions/zones/points + # datagrid : specifies what NEMO or EC-Earth grid is being used with full path + # and file name (containing all grid parameters), while for regular + # 1x1deg grid specify '1deg' (used by, e.g., HadISST sic, ..). + # For NULL the output will be unit vector with the length of listregs. + # datamask : full path and file name with masks for all regions/zones/points + # specificed in listregs (1 in region, 0 everywhere else) in datagrid. + # + # Return: + # areaweights : a vector of areas (10^9m^2) of the selected regions + # + # History: + # 1.0 # 2014-10 (N.S. Fuckar, neven.fuckar@ic3.cat) # Original code + # +############################################################################### + +if ( is.null(listregs) ) { stop('list of sea ice regions/zones/points is not specified') } + +if ( is.null(datagrid) ) { + areaweights <- rep(1, length(listregs)) +} else { + if ( datagrid=='1deg' ) { + lat <- seq(-89.5, 89.5, 1) + tmp1 <- InsertDim(cos(lat*pi/180),1,360) + earthsurface <- 510072000000000 + var1 <- tmp1*earthsurface/sum(tmp1) + } else { + ncid1 <- open.ncdf(datagrid) + e1t <- get.var.ncdf(ncid1, 'e1t') + e2t <- get.var.ncdf(ncid1, 'e2t') + var1 <- e1t*e2t + close.ncdf(ncid1) + } + + ncid2 <- open.ncdf(datamask) + + areaweights <- array(dim=length(listregs)) + for ( ii in 1:length(listregs) ) { + var2 <- get.var.ncdf(ncid2, listregs[ii]) + areaweights[ii] <- sum(var1*var2[,,1], na.rm=TRUE)/(10^9) + } + + close.ncdf(ncid2) +} + +invisible(areaweights) + +} + diff --git a/R/Clusters.R b/R/Clusters.R new file mode 100644 index 00000000..278d1560 --- /dev/null +++ b/R/Clusters.R @@ -0,0 +1,101 @@ +Clusters <- function(var, weights, nclusters=NULL, listindex=NULL) { + # + # This function computes clusters and their time series of occurrences with + # the K-mean clustering method on a matrix of input var (time, space). + # It requires NbClust package. + # + # Args: + # var : A matrix (time, space); the 2nd spatial dimension can correspond either + # to area-averages over a series of domains or the grid points for any + # grid (x,y), (x,y,z), (y,z), .. organised in an array for each time step + # weights : a vector of weights corresponding to the areas covering each domain/region + # or grid-cell of var; the length of weights vector should equal to the 2nd + # spatial dimension of var + # nclusters : K number of clusters to be computed, or K initial cluster centers + # (default is NULL and then function will determine the optimal number + # of clusters and their centers, but it can be a CPU intense process) + # listindex : list of validity indices (from NbClust package plus 'first') used to determine optimal + # K if it is not specified via positive integer bigger than 1 or initial/seed cluster + # centers in nclusters (NULL is deafult which leads to application of: 'kl', 'ch', + # 'duda', 'ratkowsky', 'ball', 'ptbiserial', 'gap', 'mcclain', 'tau', and 'sdindex') + # + # Returns: (output of kemans function) + # $cluster : a vector (time series) of integers indicating the occurrence of a cluster, i.e., when + # certain data member in time is allocated to a specific cluster (e.g., 2 1 3 1 1 1 ..) + # $centers : a matrix of cluster centres or centroids (e.g. [1:K, 1:spatial degrees of freedom]) + # $totss : the total sum of squares + # $withinss : vector of within-cluster sum of squares, one component per cluster + # $tot.withinss : total within-cluster sum of squares, i.e., ‘sum(withinss)’ + # $betweenss : the between-cluster sum of squares, i.e. ‘totss-tot.withinss’ + # $size : the number of points in each cluster + # + # History: + # 1.0 # 2014-10 (N.S. Fuckar, neven.fuckar@ic3.cat) # Original code + # +############################################################################## + +if ( dim(var)[2]!=length(weights) ) stop('spatial dimension of var is not equal to length of weights') + +var1 <- array(1, dim=dim(var)) +for ( i in 1:dim(var)[1] ) { var1[i,] <- var[i,]/weights } + +maxtryclstr <- 20 +maxnoiterat <- 300 +noatnbclust <- 10 + +if ( is.null(nclusters)==FALSE ) { + kmeans.results <- kmeans(var1, centers=nclusters, iter.max=maxnoiterat, nstart=30) +} else { + if ( is.null(listindex)==TRUE ) { listindex <- c('kl', 'ch', 'duda', 'ratkowsky', 'ball', 'ptbiserial', 'gap', 'mcclain', 'tau', 'sdindex') } + + Karray <- rep(0, length(listindex)*noatnbclust) + + ii <- 0 + for ( index1 in listindex ) { + for ( i in 1:noatnbclust ) { + ii <- ii + 1 + + if ( index1!='first' ) { + nbclust.results <- NbClust(var1, distance='euclidean', min.nc=2, max.nc=20, method='kmeans', index=index1) + Karray[ii] <- nbclust.results$Best.nc[1] + } else { + Karray <- c(Karray, rep(0, noatnbclust)) + + tmp1a <- array(dim = maxtryclstr) + tmp1b <- array(dim = maxtryclstr) + tmp2a <- array(dim = maxtryclstr) + tmp2b <- array(dim = maxtryclstr) + + for ( i in 1:maxtryclstr ) { + tmp1a[i] <- kmeans(var1, centers = i, iter.max = maxnoiterat, nstart = 30)$tot.withinss + tmp1b[i] <- kmeans(var1, centers = i, iter.max = maxnoiterat, nstart = 30)$betweenss + } + for ( i in 2:(maxtryclstr-1) ) { + tmp2a[i] <- (tmp1a[i] - tmp1a[i+1])/(tmp1a[i-1] - tmp1a[i]) + tmp2b[i] <- (tmp1b[i] - tmp1b[i+1])/(tmp1b[i-1] - tmp1b[i]) + } + + ia <- 2 + while ( tmp2a[ia] > tmp2a[ia+1] ) { ia <- ia + 1 } + Karray[ii] <- ia + for (j in 1:(noatnbclust-1)) { Karray[ii+j] <- ia } + ii <- ii + noatnbclust + + ib <- 2 + while ( tmp2b[ib] > tmp2b[ib+1] ) { ib <- ib + 1 } + Karray[ii] <- ib + for (j in 1:(noatnbclust-1)) { Karray[ii+j] <- ib } + ii <- ii + noatnbclust - 1 + break + } + } + } + + qw <- hist(Karray, breaks = seq(0, maxtryclstr), plot=F)$counts + + kmeans.results <- kmeans(var1, centers=which(qw==max(qw)), iter.max=maxnoiterat, nstart=30) +} + +invisible(kmeans.results) + +} diff --git a/R/SeaIceModes.R b/R/SeaIceModes.R index 927d5fd5..06a3ad71 100644 --- a/R/SeaIceModes.R +++ b/R/SeaIceModes.R @@ -11,10 +11,10 @@ SeaIceModes <- function(var, exp, obs, sdates, seasoninf, seasonsup, nclusters=N # 1 experiment or only 1 observational dataset can be loaded # nmember : selected ensemble member or mean between selected ensemble members, e.g. c(1,3) # (default is NULL which produce ensemble mean of all available ensemble members) - # seasoninf : month of the year when to start computing the extended seasonal means: 1 to 12. - # seasonsup : month of the year when to stop computing the extended seasonal means: 1 to 12. - # The extended seasonal means can overlap the 31s December: e.g., DJF average. - # For monthly means put the same vales for saesoninf and seasonsup. + # seasoninf : month of the year when to start computing any month or season or year: 1 to 12. + # seasonsup : month of the year when to stop computing any month or season or year: 1 to 22. + # Selected season can go over 31 December: e.g. for DJF use seasoninf=12 and seasonsup=14. + # For using all months together: seasoinf=1, seasonsup=12 # nclusters : K number of clusters to be computed, or K initial cluster centers (default is NULL # and then Clusters.R will determine the optimal number of clusters and their centers) # pldgr : pldgr<0 for using the full values, 0 for removing the long-term mean, and 0 tif] <- ti2[ti2 > tif] - tif + ti2 <- unique(ti2) - if ( is.null(nmember) ) { - tmp3 <- Mean1Dim(tmp2, posdim=2) - } else { - if ( length(nmember)== 1) { - if ( nmember > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available') - tmp3 <- InsertDim(var=InsertDim(var=tmp2[1,nmember,1,], posdim=1, lendim=1), posdim=1, lendim=1) + tmp2a <- drop(tmp2) + tii <- min(ti2) + tmp2b <- matrix(0, nrow = dim(tmp2a)[1], ncol = 1) + tmp2b[,1] <- tmp2a[, tii] + for (i1 in (tii+1):tif) { + if (i1 %in% ti2) { tmp2b <- cbind(tmp2b, tmp2a[,i1]) } + } + + tmp2 <- InsertDim(var=InsertDim(var=tmp2b, posdim=2, lendim=1), posdim=1, lendim=1) + + if ( is.null(nmember) ) { + tmp3 <- Mean1Dim(tmp2, posdim=2) } else { - if ( length(nmember)==2 ) { - if ( max(nmember) > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available') - tmp3 <- Mean1Dim(tmp2, posdim=2, limits=nmember) + if ( length(nmember)== 1) { + if ( nmember > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available') + tmp3 <- InsertDim(var=InsertDim(var=tmp2[1,nmember,1,], posdim=1, lendim=1), posdim=1, lendim=1) } else { - stop('incorrect selection of ensemble members') + if ( length(nmember)==2 ) { + if ( max(nmember) > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available') + tmp3 <- Mean1Dim(tmp2, posdim=2, limits=nmember) + } else { + stop('incorrect selection of ensemble members') + } } } + + if ( i==1 ) { tmp4 <- array(dim=c(length(tmp3[1,1,]), length(listregs))) } + tmp4[,i] <- tmp3[1,1,] } - - if ( i==1 ) { tmp4 <- array(dim=c(length(tmp3[1,1,]), length(listregs))) } - tmp4[,i] <- tmp3[1,1,] -} - -ifelse(pldgr<0, output1 <- Clusters(var=tmp4, weights, nclusters, listindex=listindx), - ifelse(pldgr>0, output1 <- Clusters(Trend(var=tmp4, posTR=1, pldegree=pldgr)$detrended, weights, nclusters, listindex=listindx), - output1 <- Clusters(var=tmp4 - InsertDim(var=Mean1Dim(tmp4, posdim=1), posdim=1, lendim=dim(tmp4)[1]), weights, nclusters, listindex=listindx))) - -invisible(output1) - + + ifelse(pldgr<0, output1 <- Clusters(var=tmp4, weights, nclusters, listindex=listindx), + ifelse(pldgr>0, output1 <- Clusters(Trend(var=tmp4, posTR=1, pldegree=pldgr)$detrended, weights, nclusters, listindex=listindx), + output1 <- Clusters(var=tmp4 - InsertDim(var=Mean1Dim(tmp4, posdim=1), posdim=1, lendim=dim(tmp4)[1]), weights, nclusters, listindex=listindx))) + + invisible(output1) + } -- GitLab From 59bd9d94e7a68f921196988dd99137b45883dcbf Mon Sep 17 00:00:00 2001 From: ahunter Date: Fri, 4 Aug 2017 11:42:31 +0200 Subject: [PATCH 03/29] First version of WeatherRegime function --- R/WeatherRegime.R | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 R/WeatherRegime.R diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R new file mode 100644 index 00000000..9046a0af --- /dev/null +++ b/R/WeatherRegime.R @@ -0,0 +1,39 @@ +WeatherRegime <- function(data, EOFS = FALSE, neofs = NULL, ncenters = NULL, method = "kmeans", + nstart = 30, detrend = FALSE, pldegree = NULL, posTR = NULL, listindex = NULL) { + sdate <- which(names(dim(data)) == "sdate") + ftime <- which(names(dim(data)) == "ftime") + lon <- which(names(dim(data)) == "lon") + lat <- which(names(dim(data)) == "lat") + dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon, lat)] + data <- aperm(data, c(sdate, ftime, lat, lon, dims)) + if (is.null(ncenters)) { + stop("nclusters must be specified") + } + if (detrend == TRUE) { + if (is.null(pldegree)) { + pldegree <- 1 + } + data <- Trend(data, posTR = posTR, pldegree = pldegree)$detrend + } + if (EOFS) { + EOFs <- EOF(data, lon = lon, lat = lat, neofs = neofs)$EOFs + } + if (method == "kmeans") { + KMeans <- function(data, ncenters) { + data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) + data <- acast(data, Year + Day ~ Lat + Lon) + kmeans(data, centers = ncenters, iter.max = 100, nstart= nstart, trace=FALSE) + } + } + if (length(dim(data)) >= 5) { + margins <- c(1 : length(dim(data)))[-c(sdate, ftime, lat, lon)] + result <- Apply(list(data), margins = margins, AtomicFun = "Kmeans", parallel = parallel, + ncores = ncores) + } else { + data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) + data <- unname(acast(data, Year + Day ~ Lat + Lon)) + result <- kmeans(data, centers = ncenters, iter.max = 100, nstart= nstart, trace=FALSE) + } +} + + -- GitLab From 101b723e296e7ea33bb7c06b10351dc246f9a584 Mon Sep 17 00:00:00 2001 From: ahunter Date: Mon, 7 Aug 2017 08:36:39 +0200 Subject: [PATCH 04/29] EOF option --- R/WeatherRegime.R | 26 ++++++++++++-------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 9046a0af..a48ea72d 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -15,23 +15,21 @@ WeatherRegime <- function(data, EOFS = FALSE, neofs = NULL, ncenters = NULL, met } data <- Trend(data, posTR = posTR, pldegree = pldegree)$detrend } - if (EOFS) { - EOFs <- EOF(data, lon = lon, lat = lat, neofs = neofs)$EOFs - } - if (method == "kmeans") { - KMeans <- function(data, ncenters) { - data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) - data <- acast(data, Year + Day ~ Lat + Lon) - kmeans(data, centers = ncenters, iter.max = 100, nstart= nstart, trace=FALSE) - } - } - if (length(dim(data)) >= 5) { - margins <- c(1 : length(dim(data)))[-c(sdate, ftime, lat, lon)] - result <- Apply(list(data), margins = margins, AtomicFun = "Kmeans", parallel = parallel, - ncores = ncores) + if (EOFS == TRUE) { + n.lats <- dim(data)[lat] + n.lons <- dim(data)[lon] + wghts <- cos(lat * pi/180) ** 0.5 + data <- apply(data, MARGIN = c(1,2), fun(x) x * wghts) + subs <- seq(1, n.lats * n.lons, 16) # select only 1 point of 9 + data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) + data <- acast(data, Year + Day ~ Lat + Lon) + data <- princomp(data[,subs], cor = FALSE)$scores + print(dim(data)) } else { data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) data <- unname(acast(data, Year + Day ~ Lat + Lon)) + } + if (method == "kmeans") { result <- kmeans(data, centers = ncenters, iter.max = 100, nstart= nstart, trace=FALSE) } } -- GitLab From 200aae97433add0f29d30dc02f8387b55ac81ac7 Mon Sep 17 00:00:00 2001 From: ahunter Date: Tue, 8 Aug 2017 17:19:43 +0200 Subject: [PATCH 05/29] Compute regimes from eofs --- R/WeatherRegime.R | 52 +++++++++++++++++++++++------------------------ 1 file changed, 25 insertions(+), 27 deletions(-) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index a48ea72d..4c63d937 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -1,37 +1,35 @@ -WeatherRegime <- function(data, EOFS = FALSE, neofs = NULL, ncenters = NULL, method = "kmeans", - nstart = 30, detrend = FALSE, pldegree = NULL, posTR = NULL, listindex = NULL) { +WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans", + nstart = 30, pldegree = NULL, posTR = NULL, listindex = NULL) { + if (EOFS != 1) { + stop("Currently clusters must be calculated from fields") + } sdate <- which(names(dim(data)) == "sdate") ftime <- which(names(dim(data)) == "ftime") - lon <- which(names(dim(data)) == "lon") - lat <- which(names(dim(data)) == "lat") - dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon, lat)] - data <- aperm(data, c(sdate, ftime, lat, lon, dims)) + lon2 <- which(names(dim(data)) == "lon") + lat2 <- which(names(dim(data)) == "lat") + dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)] + data <- aperm(data, c(sdate, ftime, lat2, lon2, dims)) + nlon <- dim(data)[lon2] + nlat <- dim(data)[lat2] if (is.null(ncenters)) { stop("nclusters must be specified") } - if (detrend == TRUE) { - if (is.null(pldegree)) { - pldegree <- 1 - } - data <- Trend(data, posTR = posTR, pldegree = pldegree)$detrend - } if (EOFS == TRUE) { - n.lats <- dim(data)[lat] - n.lons <- dim(data)[lon] - wghts <- cos(lat * pi/180) ** 0.5 - data <- apply(data, MARGIN = c(1,2), fun(x) x * wghts) - subs <- seq(1, n.lats * n.lons, 16) # select only 1 point of 9 - data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) - data <- acast(data, Year + Day ~ Lat + Lon) - data <- princomp(data[,subs], cor = FALSE)$scores - print(dim(data)) - } else { data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) - data <- unname(acast(data, Year + Day ~ Lat + Lon)) - } - if (method == "kmeans") { - result <- kmeans(data, centers = ncenters, iter.max = 100, nstart= nstart, trace=FALSE) + data <- acast(data, Year + Day ~ Lat ~ Lon) + #data <- princomp(data[,subs], cor = FALSE)$scores + data <- EOF(data, lat = lat, lon = lon, neofs = neofs) + threshold <- 90 + minPC <- head(as.numeric(which(cumsum(data$var) > threshold)), 1) + result <- kmeans(data$PC[, 1 : minPC], centers = ncenters, + iter.max = 100, nstart = nstart, trace = FALSE) + } + reconstructed <- array(0, c(ncenters, nlat, nlon)) + for (i in 1 : ncenters) { + field <- apply(data$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,]) + reconstructed[i , ,] <- apply(field, MARGIN = c(2,3), sum) } + return(list(field = reconstructed, EOF = data$EOF, center = result$center)) } - + -- GitLab From 8c19fc36eac6f07ba98a772bbd46c6885d0e1164 Mon Sep 17 00:00:00 2001 From: ahunter Date: Tue, 8 Aug 2017 17:23:04 +0200 Subject: [PATCH 06/29] Rearrange output --- R/WeatherRegime.R | 2 ++ 1 file changed, 2 insertions(+) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 4c63d937..a6ddb125 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -29,6 +29,8 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, field <- apply(data$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,]) reconstructed[i , ,] <- apply(field, MARGIN = c(2,3), sum) } + reconstructed <- aperm(reconstructed, c(1,3,2)) + names(dim(reconstructed)) <- c("cluster", "lon", "lat") return(list(field = reconstructed, EOF = data$EOF, center = result$center)) } -- GitLab From 64c71a2fc28d738c35813f159a20e7ce600dfad1 Mon Sep 17 00:00:00 2001 From: ahunter Date: Wed, 9 Aug 2017 09:38:22 +0200 Subject: [PATCH 07/29] Add documentation --- R/WeatherRegime.R | 4 ++-- man/WeatherRegime.Rd | 49 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 51 insertions(+), 2 deletions(-) create mode 100644 man/WeatherRegime.Rd diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index a6ddb125..3849a209 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -1,5 +1,5 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans", - nstart = 30, pldegree = NULL, posTR = NULL, listindex = NULL) { + nstart = 30, listindex = NULL) { if (EOFS != 1) { stop("Currently clusters must be calculated from fields") } @@ -31,7 +31,7 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, } reconstructed <- aperm(reconstructed, c(1,3,2)) names(dim(reconstructed)) <- c("cluster", "lon", "lat") - return(list(field = reconstructed, EOF = data$EOF, center = result$center)) + return(list(field = reconstructed, EOF = data$EOF, center = result$center, result$cluster)) } diff --git a/man/WeatherRegime.Rd b/man/WeatherRegime.Rd new file mode 100644 index 00000000..ff9de080 --- /dev/null +++ b/man/WeatherRegime.Rd @@ -0,0 +1,49 @@ +\name{WeatherRegime} +\alias{WeatherRegime} +\title{ +Function for Calculating the PCs and Kmeans Clusters +} +\description{ +This function calculates the PCs of a dataset with dimensions c(year/month, month/day, lon, lat), then calculates the kmeans clusters from the PCs. The reconstructed field of EOFs * PCs is returned for each cluster, along with the cluster occurence time series and cluster centers. +} +\usage{ +WeatherRegime(data, EOFS = TRUE, explained_variance = 90, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans", + nstart = 30) +} +\arguments{ + \item{data}{ +Array of data with dimensions c(year/month, month/day, lon, lat). + } + \item{EOFs}{ +Should the kmeans be applied to the PCs of the data (EOFS = TRUE) or directly to the lon x lat data? + } + \item{explained_variance}{ +Percentage of variance to be explained by the PCs. Only sufficient PCs to explain this much variance will be used in the kmeans. + } + \item{lon}{ +Vector of longitudes. + } + \item{lat}{ +Vector of latitudes. + } + \item{ncenters}{ +Number of clusters to be calculated with the kmeans function. + } + \item{method}{ +Currently only the kmeans method is supported. + } + \item{nstart}{ +Parameter for the kmeans function determining how many random sets to choose. + } +} +\value{ +List with elements :\cr +field: the reconstructed field of PCs * EOFS \cr +EOFs: the EOFs \cr +center: the cluster centers \cr +cluster: timeseries of cluster occurence. +} +\examples{ + +} +\keyword{datagen} -- GitLab From a684f08bcf8f251cd47696998a91c467344e1c4b Mon Sep 17 00:00:00 2001 From: ahunter Date: Wed, 9 Aug 2017 11:53:21 +0200 Subject: [PATCH 08/29] Add simple vignette --- R/WeatherRegime.R | 15 ++- Vignette/Regimes.html | 195 ++++++++++++++++++++++++++++++++++++ Vignette/Regimes.md | 53 ++++++++++ Vignette/WeatherRegime1.png | Bin 0 -> 65807 bytes 4 files changed, 261 insertions(+), 2 deletions(-) create mode 100644 Vignette/Regimes.html create mode 100644 Vignette/Regimes.md create mode 100644 Vignette/WeatherRegime1.png diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 3849a209..f4616b26 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -14,6 +14,7 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, if (is.null(ncenters)) { stop("nclusters must be specified") } + print("OK") if (EOFS == TRUE) { data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) data <- acast(data, Year + Day ~ Lat ~ Lon) @@ -21,9 +22,15 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, data <- EOF(data, lat = lat, lon = lon, neofs = neofs) threshold <- 90 minPC <- head(as.numeric(which(cumsum(data$var) > threshold)), 1) + } + print("ok") + if (method == "kmeans") { result <- kmeans(data$PC[, 1 : minPC], centers = ncenters, iter.max = 100, nstart = nstart, trace = FALSE) - } + } else { + result <- hclust(data$PC[, 1 : minPC] ) + result <- cutree(result, ncenters) + } reconstructed <- array(0, c(ncenters, nlat, nlon)) for (i in 1 : ncenters) { field <- apply(data$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,]) @@ -31,7 +38,11 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, } reconstructed <- aperm(reconstructed, c(1,3,2)) names(dim(reconstructed)) <- c("cluster", "lon", "lat") - return(list(field = reconstructed, EOF = data$EOF, center = result$center, result$cluster)) + if (method == "kmeans") { + return(list(field = reconstructed, EOF = data$EOF, center = result$center, result$cluster)) + } else { + return(result) + } } diff --git a/Vignette/Regimes.html b/Vignette/Regimes.html new file mode 100644 index 00000000..a5312104 --- /dev/null +++ b/Vignette/Regimes.html @@ -0,0 +1,195 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + +
+

Weather Regimes

+

Weather regimes can be calculated using the k-means clustering algorithm, typically applied to the EOFs of anomalies from selected variables, after smoothing and detrending.

+

The work flow will be something like:

+ +

Some steps may be omitted/altered, for example, the user may wish to use are averages instead of the EOFs, or even apply clustering directly to the spatial data (after detrending and calculating the anomalies) although this may be computationall expensive.

+

North Atlantic Weather Regimes“> ——————

+

Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January.

+
```r
+library(s2dverification)
+library(reshape2)
+JRA55 <- '/esnas/recon/jma/jra55/$STORE_FREQ$_mean/$VAR_NAME$_f6h/$VAR_NAME$_$YEAR$$MONTH$.nc'
+psl <- "psl"
+year.start <- 1981 
+year.end <- 2016
+#Euro-Atlantic region
+lat.max <- 81 
+lat.min <- 27 
+lon.max <- 45 
+lon.min <- 274.5
+firstmonth <- 1                              
+leadmonth <- 0      
+psl <-  Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min,       latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8)
+lon <- psl$lon
+lat <- psl$lat
+psl <- Trend(psl$obs, posTR = 3)$detrended 
+psl <- psl[1, 1, , , , ]  # Drop the dataset and members dimensions
+psl <- Subset(psl, 2, 1 : 31) # Select the month of January
+psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36)
+names(dim(psl_ano)) <- c("ftime", "sdate", "lon", "lat")
+WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4)
+PlotEquiMap(WR$test[1,,], lon = lon, lat = lat) #Plot the 1st regime
+

```

+
+ + + + +
+ + + + + + + + diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md new file mode 100644 index 00000000..8e79bcdc --- /dev/null +++ b/Vignette/Regimes.md @@ -0,0 +1,53 @@ +Weather Regimes +========== + Weather regimes can be calculated using the k-means clustering algorithm, +typically applied to the EOFs of anomalies from selected variables, after +smoothing and detrending. + +The work flow will be something like: + + - [**Load data**](#loading): `Load()`. + - [**Calculate the anomalies**](#anomalies): `Ano()`. + - [**Smooth the anomalies**](#smoothing): `Smooth()`. + - [**Detrend the smoothed anomalies**](#detrending): `Trend()`. + - [**Calculate the EOFs**](#EOF): `EOF()`. + - [**Calculate the k-means clusters**](#clusters): `Cluster()`. + - [**Calculate the Composites**](#Composites): `Composite()`. + - [**Visualize the results**](#Visualize): `PlotEquiMap()`. + +Some steps may be omitted/altered, for example, the user may wish to use are averages +instead of the EOFs, or even apply clustering directly to the spatial data (after detrending +and calculating the anomalies) although this may be computationall expensive. + +North Atlantic Weather Regimes"> +------------------ + +Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January. + + ```r + library(s2dverification) + library(reshape2) + JRA55 <- '/esnas/recon/jma/jra55/$STORE_FREQ$_mean/$VAR_NAME$_f6h/$VAR_NAME$_$YEAR$$MONTH$.nc' + psl <- "psl" + year.start <- 1981 + year.end <- 2016 + #Euro-Atlantic region + lat.max <- 81 + lat.min <- 27 + lon.max <- 45 + lon.min <- 274.5 + firstmonth <- 1 + leadmonth <- 0 + psl <- Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min, latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8) + lon <- psl$lon + lat <- psl$lat + psl <- Trend(psl$obs, posTR = 3)$detrended + psl <- psl[1, 1, , , , ] # Drop the dataset and members dimensions + psl <- Subset(psl, 2, 1 : 31) # Select the month of January + psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36) + names(dim(psl_ano)) <- c("ftime", "sdate", "lon", "lat") + WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) + PlotEquiMap(WR$test[1,,], lon = lon, lat = lat) #Plot the 1st regime + ``` + + \ No newline at end of file diff --git a/Vignette/WeatherRegime1.png b/Vignette/WeatherRegime1.png new file mode 100644 index 0000000000000000000000000000000000000000..9146dd4dd7d6ef2a8c2fcfcabcf52168bc723584 GIT binary patch literal 65807 zcmXtf1yCE`*LKk2P^`EWC%AiYhvFLC-CYVT!3q>F5-48W-JwA7;_hDDi+}t3{`1b< zBr}<0ckk{!=R9(5)JIi0Of(WS5D0{+ATO-}0wGX=KycS6@W3~UG;8d@2db;Qz6S_| zZT8;_?x%RM9SB4PQjnI=^36J4wQ;qa_hS6ppoRtWc)t(F0iwrd_}0gR(N``Xoo5SC zn!8CdYSgY8Wq$QYc^xE4f@J)JJ|(IX{>!YRp4*O!)p&i_bZH#9V`w!W^vKCiPsZxBJv zfRTw{pc593V=yP(<6jQq ztwnb{g@Yv4Z60>v>pP-@ZCqjpqpC4Ka#;XX!C8Mo;ZGuQ90j{P}ZCC&BI6 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z0Jt211CU{#*XO&pM*(ousmzsFX^`=Ub30ZKX9DcNa@vXkV{03mF$jd3Vi*tIzzxE! zW#oSo3OWHYTdt+SyHK^UtlXJ2ou? z>fXi0;YC286Usbs zj%_;buyoae$o+Q88+a4&y**xCU6m&B-cHkV%;0w`ojaJfZMoYBdnSX?}zDoSf~T5 z_yJ@=z#mJxM{Ae;kz)3Ti=wkfxtABmPHguUAxgxXPy-MAihV1vg#jxj|4Gzsck<02 z{qzLb2R;C|+;O8 Date: Wed, 9 Aug 2017 12:02:37 +0200 Subject: [PATCH 09/29] Minor bugfix --- R/WeatherRegime.R | 2 -- Vignette/Regimes.md | 7 ++++--- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index f4616b26..7bf89bef 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -14,7 +14,6 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, if (is.null(ncenters)) { stop("nclusters must be specified") } - print("OK") if (EOFS == TRUE) { data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) data <- acast(data, Year + Day ~ Lat ~ Lon) @@ -23,7 +22,6 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, threshold <- 90 minPC <- head(as.numeric(which(cumsum(data$var) > threshold)), 1) } - print("ok") if (method == "kmeans") { result <- kmeans(data$PC[, 1 : minPC], centers = ncenters, iter.max = 100, nstart = nstart, trace = FALSE) diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index 8e79bcdc..04327d27 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -41,13 +41,14 @@ Below is a simple example of calculating the weather regimes for the North Atlan psl <- Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min, latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8) lon <- psl$lon lat <- psl$lat - psl <- Trend(psl$obs, posTR = 3)$detrended + psl <- psl$obs + #psl <- Trend(psl, posTR = 3)$detrended psl <- psl[1, 1, , , , ] # Drop the dataset and members dimensions psl <- Subset(psl, 2, 1 : 31) # Select the month of January psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36) - names(dim(psl_ano)) <- c("ftime", "sdate", "lon", "lat") + names(dim(psl_ano)) <- c("ftime", "sdate", "lat", "lon") WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) - PlotEquiMap(WR$test[1,,], lon = lon, lat = lat) #Plot the 1st regime + PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime ``` \ No newline at end of file -- GitLab From 9578cef5d5523eb384c082c1b51450fe34d98967 Mon Sep 17 00:00:00 2001 From: ahunter Date: Wed, 9 Aug 2017 12:14:11 +0200 Subject: [PATCH 10/29] Minor bugfix --- Vignette/Regimes.html | 21 +++++++++++---------- Vignette/Regimes.md | 16 ++++++---------- 2 files changed, 17 insertions(+), 20 deletions(-) diff --git a/Vignette/Regimes.html b/Vignette/Regimes.html index a5312104..8ba9bbed 100644 --- a/Vignette/Regimes.html +++ b/Vignette/Regimes.html @@ -121,21 +121,20 @@ $(document).ready(function () {

Weather Regimes

-

Weather regimes can be calculated using the k-means clustering algorithm, typically applied to the EOFs of anomalies from selected variables, after smoothing and detrending.

+

Weather regimes can be calculated using the k-means clustering algorithm, typically applied to the PCs of anomalies from selected variables, after smoothing and detrending.

The work flow will be something like:

-

Some steps may be omitted/altered, for example, the user may wish to use are averages instead of the EOFs, or even apply clustering directly to the spatial data (after detrending and calculating the anomalies) although this may be computationall expensive.

-

North Atlantic Weather Regimes“> ——————

-

Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January.

+

The loading, detrending and calculation of anomalies needs to be done before applying the WeatherRegime() function. The calculation of the EOFs/PC (including the latitudinal area weighting) and the reconstruction of the field (Cluster centers * EOFs) is done within the WeatherRegime() function.

+
+

North Atlantic Weather Regimes

+

Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending).

```r
 library(s2dverification)
 library(reshape2)
@@ -153,15 +152,17 @@ leadmonth <- 0
 psl <-  Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min,       latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8)
 lon <- psl$lon
 lat <- psl$lat
-psl <- Trend(psl$obs, posTR = 3)$detrended 
+psl <- psl$obs
+#psl <- Trend(psl, posTR = 3)$detrended 
 psl <- psl[1, 1, , , , ]  # Drop the dataset and members dimensions
 psl <- Subset(psl, 2, 1 : 31) # Select the month of January
 psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36)
-names(dim(psl_ano)) <- c("ftime", "sdate", "lon", "lat")
+names(dim(psl_ano)) <- c("ftime", "sdate", "lat", "lon")
 WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4)
-PlotEquiMap(WR$test[1,,], lon = lon, lat = lat) #Plot the 1st regime
+PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime

```

+
diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index 04327d27..a8a8838b 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -1,7 +1,7 @@ Weather Regimes ========== Weather regimes can be calculated using the k-means clustering algorithm, -typically applied to the EOFs of anomalies from selected variables, after +typically applied to the PCs of anomalies from selected variables, after smoothing and detrending. The work flow will be something like: @@ -10,19 +10,15 @@ The work flow will be something like: - [**Calculate the anomalies**](#anomalies): `Ano()`. - [**Smooth the anomalies**](#smoothing): `Smooth()`. - [**Detrend the smoothed anomalies**](#detrending): `Trend()`. - - [**Calculate the EOFs**](#EOF): `EOF()`. - - [**Calculate the k-means clusters**](#clusters): `Cluster()`. - - [**Calculate the Composites**](#Composites): `Composite()`. + - [**Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster x EOFs **](#EOF): `WeatherRegime()`. - [**Visualize the results**](#Visualize): `PlotEquiMap()`. -Some steps may be omitted/altered, for example, the user may wish to use are averages -instead of the EOFs, or even apply clustering directly to the spatial data (after detrending -and calculating the anomalies) although this may be computationall expensive. +The loading, detrending and calculation of anomalies needs to be done before applying the WeatherRegime() function. The calculation of the EOFs/PC (including the latitudinal area weighting) and the reconstruction of the field (Cluster centers * EOFs) is done within the WeatherRegime() function. -North Atlantic Weather Regimes"> +North Atlantic Weather Regimes ------------------ -Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January. +Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending). ```r library(s2dverification) @@ -50,5 +46,5 @@ Below is a simple example of calculating the weather regimes for the North Atlan WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime ``` - + \ No newline at end of file -- GitLab From cf69ad5c13057dca77027b7889653d3fcd92aab1 Mon Sep 17 00:00:00 2001 From: ahunter Date: Wed, 9 Aug 2017 12:15:44 +0200 Subject: [PATCH 11/29] Minor bugfix --- Vignette/Regimes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index a8a8838b..787a16d3 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -10,7 +10,7 @@ The work flow will be something like: - [**Calculate the anomalies**](#anomalies): `Ano()`. - [**Smooth the anomalies**](#smoothing): `Smooth()`. - [**Detrend the smoothed anomalies**](#detrending): `Trend()`. - - [**Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster x EOFs **](#EOF): `WeatherRegime()`. + - [**Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster x EOFs**](#EOF): `WeatherRegime()`. - [**Visualize the results**](#Visualize): `PlotEquiMap()`. The loading, detrending and calculation of anomalies needs to be done before applying the WeatherRegime() function. The calculation of the EOFs/PC (including the latitudinal area weighting) and the reconstruction of the field (Cluster centers * EOFs) is done within the WeatherRegime() function. -- GitLab From dfde2cf86b8df58981f927f84e9cde30f0bb23aa Mon Sep 17 00:00:00 2001 From: Alasdair Hunter Date: Wed, 9 Aug 2017 12:29:24 +0200 Subject: [PATCH 12/29] Update Regimes.md --- Vignette/Regimes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index 787a16d3..d6960375 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -46,5 +46,5 @@ Below is a simple example of calculating the weather regimes for the North Atlan WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime ``` - + \ No newline at end of file -- GitLab From 264f613b6118e8ab2bf81fd0687e7b6eebc3aa78 Mon Sep 17 00:00:00 2001 From: ahunter Date: Wed, 9 Aug 2017 14:44:00 +0200 Subject: [PATCH 13/29] Add hierarchical clustering option --- R/WeatherRegime.R | 30 +++++++++++++++++------------- 1 file changed, 17 insertions(+), 13 deletions(-) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 7bf89bef..44a81127 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -18,28 +18,32 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon")) data <- acast(data, Year + Day ~ Lat ~ Lon) #data <- princomp(data[,subs], cor = FALSE)$scores - data <- EOF(data, lat = lat, lon = lon, neofs = neofs) + dataPC <- EOF(data, lat = lat, lon = lon, neofs = neofs) threshold <- 90 - minPC <- head(as.numeric(which(cumsum(data$var) > threshold)), 1) + minPC <- head(as.numeric(which(cumsum(dataPC$var) > threshold)), 1) } if (method == "kmeans") { - result <- kmeans(data$PC[, 1 : minPC], centers = ncenters, + result <- kmeans(dataPC$PC[, 1 : minPC], centers = ncenters, iter.max = 100, nstart = nstart, trace = FALSE) + reconstructed <- array(0, c(ncenters, nlat, nlon)) + for (i in 1 : ncenters) { + field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,]) + reconstructed[i , ,] <- apply(field, MARGIN = c(2,3), sum) + } + reconstructed <- aperm(reconstructed, c(1,3,2)) + names(dim(reconstructed)) <- c("cluster", "lon", "lat") } else { - result <- hclust(data$PC[, 1 : minPC] ) - result <- cutree(result, ncenters) + result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method) + clusterCut <- cutree(result, ncenters) + data <- aperm(data, c(3, 2, 1)) + result <- Composite(data, clusterCut) + #result <- cutree(result, h = ncenters) + } - reconstructed <- array(0, c(ncenters, nlat, nlon)) - for (i in 1 : ncenters) { - field <- apply(data$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,]) - reconstructed[i , ,] <- apply(field, MARGIN = c(2,3), sum) - } - reconstructed <- aperm(reconstructed, c(1,3,2)) - names(dim(reconstructed)) <- c("cluster", "lon", "lat") if (method == "kmeans") { return(list(field = reconstructed, EOF = data$EOF, center = result$center, result$cluster)) } else { - return(result) + return(list(field = result, cluster = clusterCut)) } } -- GitLab From 6b49093ac0a608d38a9e9281ead514f9ac1d3dc8 Mon Sep 17 00:00:00 2001 From: ahunter Date: Wed, 9 Aug 2017 14:55:27 +0200 Subject: [PATCH 14/29] Add hierarchical clustering option --- Vignette/Regimes.md | 19 +++++++++++++++++-- Vignette/WeatherRegime2.png | Bin 0 -> 104656 bytes 2 files changed, 17 insertions(+), 2 deletions(-) create mode 100644 Vignette/WeatherRegime2.png diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index 787a16d3..ddaf0280 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -20,6 +20,8 @@ North Atlantic Weather Regimes Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending). + + ```r library(s2dverification) library(reshape2) @@ -45,6 +47,19 @@ Below is a simple example of calculating the weather regimes for the North Atlan names(dim(psl_ano)) <- c("ftime", "sdate", "lat", "lon") WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime - ``` - + ``` + + +Hierarchical clustering +------------------ + +Hierarchical clustering methods can also be used through the method option. For example the hierarchical clustering method with mean linkage can be applied via method = average on the same dataset provided above: + + + + ```r + WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4, method = "average") + PlotEquiMap(WR$field$composite[,,1], lon = lon, lat = lat, dots = WR$field$pvalue[,,4 ] < 0.05) #Plot the 1st regime + ``` + \ No newline at end of file diff --git a/Vignette/WeatherRegime2.png b/Vignette/WeatherRegime2.png new file mode 100644 index 0000000000000000000000000000000000000000..eddaaed7c5a71ea3cf128863405aeb41e77b8c84 GIT binary patch literal 104656 zcmYhi1ymbdv^E^vi@QtFpv8+6in|k_xE6{OcZwJH;O=h49ZDz!cc-{RafdJOz5iY7 zKWnnGGMSk(cFx|9>+^&k*Jr z^yc?^4JY*LLldH6L;FJA3%B(rY*Wn^&;~qq^+3EdX*>p09GXu%T&TgrZ7#8dcP~>P z)?)fbO_1^7W}hm3ZfYvDKdfmRpLQ*@;6g~OFqLNtnBjZR);e@+zId(OZoJ;MSa-W1 z{cj63K;UHy48_TqTeoid|E;vusW$e#7(^QREb+f>6Kv`(3PS(Cwh#(BLL~VAnggGe zfK=M&#G;p{yPoT5#jdU{vD}IME3}}$?j36m9&Tub+&IAY>@j)o>C>GmXm>~E0;Z)u` 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zjmC3n!#g67o;BJ$oS&1Hw(p)1xCj@|ojY8o0{7v)H2I;eLs-A}<3}GKpR>Xf*qH!(~))51Du)aAH2)GYfMbsFF^+tS_em5DbUQ>{*qZcOW~d3;v19M zUcgudQSR>UKG{~qHl)C%NvH$>LU4}~Ydf=MG1iG6*2 zPxHbw_wR3}QmK7?$F#L;iiSwX?b%xoB330E2?QdoDc zfNreenAVgqE&%cBt7_t6 zcL|Xoezl5NP~K97ZR^1njKfg0p@R^{n(wyJS8NNpkHqqFe?LFFnjq3uhf4TIkzLJT zU!PxhzH#`kuhJx&gXhBldSLom!Bc>V*|%@s$&;h5!GDE9;SdM_f{j3c9i5!u&U12d z(hgn8%FKM9;-Q`e%jo!t6QA1K55bR)PTqmz>PTS962ijy9)3-6yN1fWq$ffnBUdEj zZjF8jp~NrRe~jDe|H{XG^&4?TzbP59wCyH~ej4kW K>%BzT-~1=|4}L}f literal 0 HcmV?d00001 -- GitLab From 0f0d4e13373c295e3d7459f58f1b9dd420b128f9 Mon Sep 17 00:00:00 2001 From: ahunter Date: Fri, 11 Aug 2017 10:26:38 +0200 Subject: [PATCH 15/29] Minor bugfixes --- R/WeatherRegime.R | 2 +- Vignette/Regimes.md | 5 +++-- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 44a81127..2e3f68d4 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -41,7 +41,7 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, } if (method == "kmeans") { - return(list(field = reconstructed, EOF = data$EOF, center = result$center, result$cluster)) + return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster)) } else { return(list(field = result, cluster = clusterCut)) } diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index ddaf0280..aa157f70 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -10,7 +10,7 @@ The work flow will be something like: - [**Calculate the anomalies**](#anomalies): `Ano()`. - [**Smooth the anomalies**](#smoothing): `Smooth()`. - [**Detrend the smoothed anomalies**](#detrending): `Trend()`. - - [**Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster x EOFs**](#EOF): `WeatherRegime()`. + - [**Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster center x EOFs**](#EOF): `WeatherRegime()`. - [**Visualize the results**](#Visualize): `PlotEquiMap()`. The loading, detrending and calculation of anomalies needs to be done before applying the WeatherRegime() function. The calculation of the EOFs/PC (including the latitudinal area weighting) and the reconstruction of the field (Cluster centers * EOFs) is done within the WeatherRegime() function. @@ -43,6 +43,7 @@ Below is a simple example of calculating the weather regimes for the North Atlan #psl <- Trend(psl, posTR = 3)$detrended psl <- psl[1, 1, , , , ] # Drop the dataset and members dimensions psl <- Subset(psl, 2, 1 : 31) # Select the month of January + psl <- psl / 100 #(Convert to hPa) psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36) names(dim(psl_ano)) <- c("ftime", "sdate", "lat", "lon") WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) @@ -60,6 +61,6 @@ Hierarchical clustering methods can also be used through the method option. For ```r WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4, method = "average") PlotEquiMap(WR$field$composite[,,1], lon = lon, lat = lat, dots = WR$field$pvalue[,,4 ] < 0.05) #Plot the 1st regime - ``` + ``` \ No newline at end of file -- GitLab From 6a2b8164ac536f3732299b54347c35a26f11bafd Mon Sep 17 00:00:00 2001 From: ahunter Date: Fri, 11 Aug 2017 12:11:02 +0200 Subject: [PATCH 16/29] Extend output for easy computation of persistence --- R/WeatherRegime.R | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 2e3f68d4..82c81edf 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -5,6 +5,8 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, } sdate <- which(names(dim(data)) == "sdate") ftime <- which(names(dim(data)) == "ftime") + nftimes <- dim(data)[ftime] + nsdates <- dim(data)[sdate] lon2 <- which(names(dim(data)) == "lon") lat2 <- which(names(dim(data)) == "lat") dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)] @@ -32,16 +34,21 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, } reconstructed <- aperm(reconstructed, c(1,3,2)) names(dim(reconstructed)) <- c("cluster", "lon", "lat") + cluster_timeseries <- list(lengths = c(), values = c()) + for (i in 1 : nsdates) { + occurences <- rle(result$cluster[((i * nftimes) + 1 - nftimes) : (i * nftimes)]) + cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths), + values = c(cluster_timeseries$values, occurences$values)) + } } else { result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method) clusterCut <- cutree(result, ncenters) data <- aperm(data, c(3, 2, 1)) result <- Composite(data, clusterCut) - #result <- cutree(result, h = ncenters) - } if (method == "kmeans") { - return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster)) + return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster, + cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values)) } else { return(list(field = result, cluster = clusterCut)) } -- GitLab From 111bb2717b77c6aa5d17c17f69ccbe79ba4159bb Mon Sep 17 00:00:00 2001 From: ahunter Date: Fri, 11 Aug 2017 14:24:13 +0200 Subject: [PATCH 17/29] Extend vignette --- Vignette/Regimes.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index aa157f70..ad6d30dc 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -45,8 +45,10 @@ Below is a simple example of calculating the weather regimes for the North Atlan psl <- Subset(psl, 2, 1 : 31) # Select the month of January psl <- psl / 100 #(Convert to hPa) psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36) - names(dim(psl_ano)) <- c("ftime", "sdate", "lat", "lon") - WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4) + psl_ano_smoothed <- Smoothing(psl_ano, 7, 2) + psl_ano_smoothed <- psl_ano_smoothed[, 4 : 28, , ] + names(dim(psl_ano_smoothed)) <- c("sdate", "ftime", "lat", "lon") + WR <- WeatherRegime(psl_ano_smoothed, lon = lon, lat = lat, ncenters = 4) PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime ``` @@ -62,5 +64,7 @@ Hierarchical clustering methods can also be used through the method option. For WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4, method = "average") PlotEquiMap(WR$field$composite[,,1], lon = lon, lat = lat, dots = WR$field$pvalue[,,4 ] < 0.05) #Plot the 1st regime ``` + + \ No newline at end of file -- GitLab From fe9cd42f37dd1d9ce6b89324748fb0a7143aca42 Mon Sep 17 00:00:00 2001 From: ahunter Date: Thu, 17 Aug 2017 10:47:12 +0200 Subject: [PATCH 18/29] Calculate frequency and persistence of regimes --- R/WeatherRegime.R | 11 +++++++++-- Vignette/Regimes.html | 28 +++++++++++++++++++++++----- Vignette/Regimes.md | 12 ++++++++++-- Vignette/weather_regimes.png | Bin 0 -> 474547 bytes 4 files changed, 42 insertions(+), 9 deletions(-) create mode 100644 Vignette/weather_regimes.png diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R index 82c81edf..65e32e9d 100644 --- a/R/WeatherRegime.R +++ b/R/WeatherRegime.R @@ -30,7 +30,7 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, reconstructed <- array(0, c(ncenters, nlat, nlon)) for (i in 1 : ncenters) { field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,]) - reconstructed[i , ,] <- apply(field, MARGIN = c(2,3), sum) + reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum) } reconstructed <- aperm(reconstructed, c(1,3,2)) names(dim(reconstructed)) <- c("cluster", "lon", "lat") @@ -40,6 +40,12 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths), values = c(cluster_timeseries$values, occurences$values)) } + frequency <- persistence <- list() + for (i in 1 : ncenters) { + frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$cluster)) * 100 + persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i]) + } + } else { result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method) clusterCut <- cutree(result, ncenters) @@ -48,7 +54,8 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, } if (method == "kmeans") { return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster, - cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values)) + cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values, + persistence = persistence, frequency = frequency)) } else { return(list(field = result, cluster = clusterCut)) } diff --git a/Vignette/Regimes.html b/Vignette/Regimes.html index 8ba9bbed..e2523d60 100644 --- a/Vignette/Regimes.html +++ b/Vignette/Regimes.html @@ -128,13 +128,14 @@ $(document).ready(function () {
  • Smooth the anomalies: Smooth().
  • Detrend the smoothed anomalies: Trend().
  • -
  • Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster x EOFs : WeatherRegime().
  • +
  • Calculate the PCs, the kmeans clusters and reconstruct the field as Cluster center x EOFs: WeatherRegime().
  • Visualize the results: PlotEquiMap().
  • The loading, detrending and calculation of anomalies needs to be done before applying the WeatherRegime() function. The calculation of the EOFs/PC (including the latitudinal area weighting) and the reconstruction of the field (Cluster centers * EOFs) is done within the WeatherRegime() function.

    North Atlantic Weather Regimes

    Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending).

    +

    ```r
     library(s2dverification)
     library(reshape2)
    @@ -156,11 +157,28 @@ psl <- psl$obs
     #psl <- Trend(psl, posTR = 3)$detrended 
     psl <- psl[1, 1, , , , ]  # Drop the dataset and members dimensions
     psl <- Subset(psl, 2, 1 : 31) # Select the month of January
    +psl <- psl / 100 #(Convert to hPa)
     psl_ano <- psl - InsertDim(Mean1Dim(psl, 1), 1, 36)
    -names(dim(psl_ano)) <- c("ftime", "sdate", "lat", "lon")
    -WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4)
    -PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime
    -

    ```

    +psl_ano_smoothed <- Smoothing(psl_ano, 7, 2) +psl_ano_smoothed <- psl_ano_smoothed[, 4 : 28, , ] +names(dim(psl_ano_smoothed)) <- c("sdate", "ftime", "lat", "lon") +WR <- WeatherRegime(psl_ano_smoothed, lon = lon, lat = lat, ncenters = 4) +PlotLayout(fun = c('PlotEquiMap', 'PlotEquiMap', 'PlotEquiMap', 'PlotEquiMap'), + plot_dims = c('lat', 'lon'), + var = list(WR$field[1, , ], WR$field[2, , ], + WR$field[3, , ], WR$field[4, , ]), + lon = lon, lat = lat, + titles = paste0("Frequency of occurence ", round(unlist(WR$frequency)[1 : 4], digits = 1), "%"), + drawleg = 'E', units = 'hPa', units_scale = 2, + width = 12, height = 10, res = 200, fileout = 'weather_regimes.png') + +``` +
    +
    +

    Hierarchical clustering

    +

    Hierarchical clustering methods can also be used through the method option. For example the hierarchical clustering method with mean linkage can be applied via method = average on the same dataset provided above:

    +

    +

    r WR <- WeatherRegime(psl_ano, lon = lon, lat = lat, ncenters = 4, method = "average") PlotEquiMap(WR$field$composite[,,1], lon = lon, lat = lat, dots = WR$field$pvalue[,,4 ] < 0.05) #Plot the 1st regime

    diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md index ad6d30dc..a720019d 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -20,7 +20,7 @@ North Atlantic Weather Regimes Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending). - + ```r library(s2dverification) @@ -49,7 +49,15 @@ Below is a simple example of calculating the weather regimes for the North Atlan psl_ano_smoothed <- psl_ano_smoothed[, 4 : 28, , ] names(dim(psl_ano_smoothed)) <- c("sdate", "ftime", "lat", "lon") WR <- WeatherRegime(psl_ano_smoothed, lon = lon, lat = lat, ncenters = 4) - PlotEquiMap(WR$field[1,,], lon = lon, lat = lat) #Plot the 1st regime + PlotLayout(fun = c('PlotEquiMap', 'PlotEquiMap', 'PlotEquiMap', 'PlotEquiMap'), + plot_dims = c('lat', 'lon'), + var = list(WR$field[1, , ], WR$field[2, , ], + WR$field[3, , ], WR$field[4, , ]), + lon = lon, lat = lat, + titles = paste0("Frequency of occurence ", round(unlist(WR$frequency)[1 : 4], digits = 1), "%"), + drawleg = 'E', units = 'hPa', units_scale = 2, + width = 12, height = 10, res = 200, fileout = 'weather_regimes.png') + ``` diff --git a/Vignette/weather_regimes.png b/Vignette/weather_regimes.png new file mode 100644 index 0000000000000000000000000000000000000000..9dbebb37ed1c99fee0a96c58b1ad660484de98cc GIT binary patch literal 474547 zcmeFZWmuG58#O!_lr$)zq%=b}2*?OZcc+vzNOvehOLv!aw={x?bV+xYgp@Sj9`E~k zpXWQ?zu(Vq4waelx@N9x?{lB$TI*b!U zIi!mbY?{7m#ePfZ+#re-l~Sgn5<(}T-78-b5@h!Hv3${!F10;%YsD9e3>K=9_Nerk z&+hfzd-TYoec?~qKw3}#L4?^SPD!4WG-{7#eIFXmp%=$V)G?k%FF1#u8*0Xb>-g`Z zed*;xf&aclJUb+J#6jG`|9N0gZBab3`or#{K^<mv zS?l_+r@SmwR50k1VwIx9!$Z?_H`-x4r1PO*e7bbcqaMq$23i^#@j?~khYxe}^7I@A zxaD8`{ucH8jYj-wa}jue4;V}r@|dbH5ET_=jALYAFu%RNc*j!_* zj*F)S5yjK0p1z(o&6szZ)HVA4DL5=FPAb=;R)CwEo0at-$uzye^>=o81S0O*>otf@ z-t{Mr^vREWmW;XQg#)>lY3@EOCrw|ri@Dg%!bIZ-m zZRJC!t^rrNgz^Q1{SuvR%jv|`K^yrNJ>=fItFyfrI(gyuOTJfzBDd$Ozox4*d~V$) 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b/Vignette/Regimes.md index a720019d..2a3e8da7 100644 --- a/Vignette/Regimes.md +++ b/Vignette/Regimes.md @@ -18,7 +18,7 @@ The loading, detrending and calculation of anomalies needs to be done before app North Atlantic Weather Regimes ------------------ -Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending). +Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (with detrending disabled to reduce the computation time). -- GitLab From 206bc82f0fc8c2d9654dcb44b663becacbf70b20 Mon Sep 17 00:00:00 2001 From: ahunter Date: Mon, 21 Aug 2017 10:42:38 +0200 Subject: [PATCH 20/29] Minor change --- Vignette/Regimes.html | 6 ++++-- Vignette/Regimes.md | 4 +++- 2 files changed, 7 insertions(+), 3 deletions(-) diff --git a/Vignette/Regimes.html b/Vignette/Regimes.html index e2523d60..b1b52283 100644 --- a/Vignette/Regimes.html +++ b/Vignette/Regimes.html @@ -134,7 +134,7 @@ $(document).ready(function () {

    The loading, detrending and calculation of anomalies needs to be done before applying the WeatherRegime() function. The calculation of the EOFs/PC (including the latitudinal area weighting) and the reconstruction of the field (Cluster centers * EOFs) is done within the WeatherRegime() function.

    North Atlantic Weather Regimes

    -

    Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (without smoothing/detrending).

    +

    Below is a simple example of calculating the weather regimes for the North Atlantic from JRA55 SLP for January (with detrending disabled to reduce the computation time).

    ```r
     library(s2dverification)
    @@ -150,7 +150,9 @@ lon.max <- 45
     lon.min <- 274.5
     firstmonth <- 1                              
     leadmonth <- 0      
    -psl <-  Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min,       latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8)
    +psl <-  Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), 
    +             storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min,       
    +             latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8)
     lon <- psl$lon
     lat <- psl$lat
     psl <- psl$obs
    diff --git a/Vignette/Regimes.md b/Vignette/Regimes.md
    index 2a3e8da7..b89617d6 100644
    --- a/Vignette/Regimes.md
    +++ b/Vignette/Regimes.md
    @@ -36,7 +36,9 @@ Below is a simple example of calculating the weather regimes for the North Atlan
         lon.min <- 274.5
         firstmonth <- 1                              
         leadmonth <- 0      
    -    psl <-  Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min,       latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8)
    +    psl <-  Load(var = psl, exp = NULL, obs = list(list(path=JRA55)), paste0(year.start:year.end,'0101'), 
    +                 storefreq = 'daily', leadtimemax = 366, output = 'lonlat', latmin = lat.min,       
    +                 latmax = lat.max, lonmin = lon.min, lonmax = lon.max, nprocs=8)
         lon <- psl$lon
         lat <- psl$lat
         psl <- psl$obs
    -- 
    GitLab
    
    
    From b3947700cebbe827d582188e6b96ff0ad48040cf Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Thu, 24 Aug 2017 14:26:05 +0200
    Subject: [PATCH 21/29] Add medoids clustering method
    
    ---
     R/WeatherRegime.R | 35 ++++++++++++++++++++++++++++++++++-
     1 file changed, 34 insertions(+), 1 deletion(-)
    
    diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R
    index 65e32e9d..ae98df45 100644
    --- a/R/WeatherRegime.R
    +++ b/R/WeatherRegime.R
    @@ -1,5 +1,5 @@
     WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    -                          nstart = 30, listindex = NULL) {
    +                          nstart = 30, multivariate = FALSE, listindex = NULL) {
       if (EOFS != 1) {
         stop("Currently clusters must be calculated from fields")
       }
    @@ -16,6 +16,15 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
       if (is.null(ncenters)) {
         stop("nclusters must be specified")
       }
    +  if (multivariate == TRUE) {
    +    dataset <- which(names(dim(data)) == "dataset")
    +    dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2, dataset)]
    +    data <- aperm(data, c(sdate, ftime, lat2, lon2, dataset, dims))
    +    nlon <- dim(data)[lon2]
    +    nlat <- dim(data)[lat2]
    +    data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon", "Dataset"))
    +    data <- acast(data, Year + Day ~ Lat ~ Lon ~ Dataset)
    +  }
       if (EOFS  == TRUE) {
         data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
         data <- acast(data, Year + Day ~ Lat ~ Lon)
    @@ -46,6 +55,26 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
          persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
         }
         
    +  } else if (method == "medoids") {
    +    result <- pam(dataPC$PC[, 1 : minPC], k = ncenters)
    +    reconstructed <- array(0, c(ncenters, nlat, nlon))
    +    for (i in 1 : ncenters) {
    +      field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$medoids[i,])
    +      reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +    }
    +    reconstructed <- aperm(reconstructed, c(1,3,2))
    +    names(dim(reconstructed)) <- c("cluster", "lon", "lat")
    +    cluster_timeseries <- list(lengths = c(), values = c())
    +    for (i in 1 : nsdates) {
    +      occurences <- rle(result$clustering[((i * nftimes) + 1 - nftimes) : (i * nftimes)])
    +      cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths),
    +                                 values = c(cluster_timeseries$values, occurences$values))
    +    }
    +    frequency <- persistence <- list()
    +    for (i in 1 : ncenters) {
    +      frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$clustering)) * 100
    +      persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
    +    }
       } else {
         result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method)
         clusterCut <- cutree(result, ncenters)
    @@ -56,6 +85,10 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
         return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster,
                cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
                persistence = persistence, frequency = frequency))
    +  } else if (method == "medoids") {
    +    return(list(field = reconstructed, EOF = dataPC$EOF, center = result$medoids, cluster = result$clustering,
    +                cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
    +                persistence = persistence, frequency = frequency))
       } else {
         return(list(field = result, cluster = clusterCut))
       }
    -- 
    GitLab
    
    
    From ee4f6f1728cbddece4b0541c75d59126a7c5b14b Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Wed, 30 Aug 2017 14:59:51 +0200
    Subject: [PATCH 22/29] Tidying up sea ice modes
    
    ---
     R/SeaIceModes.R | 102 ++++++++++++++++--------------------------------
     1 file changed, 34 insertions(+), 68 deletions(-)
    
    diff --git a/R/SeaIceModes.R b/R/SeaIceModes.R
    index 06a3ad71..069898d3 100644
    --- a/R/SeaIceModes.R
    +++ b/R/SeaIceModes.R
    @@ -1,48 +1,4 @@
     SeaIceModes <- function(var, exp, obs, sdates, seasoninf, seasonsup, nclusters=NULL, nleadtime=NULL, nmember=NULL, leadtimemin=1, leadtimemax=NULL, storefreq="monthly", sampleperiod=1, pldgr=0, listregs=NULL, weights=NULL, listindx=NULL) {
    -  #
    -  # This function computes sea ice variability modes based on the K-means clustering
    -  # method applied to sea ice variable such as area, extent, volume or thickness averages 
    -  # over the selected regions with sea ice in the Northern or Southern Hemisphere.
    -  #
    -  # Args:
    -  #   var : e.g. sia, sie, sit, .. (sea ice area, extent, thickness, ..)
    -  #   exp, obs, sdates, nleadtime, leadtimemin, leadtimemax, storefreq and sampleperiod
    -  #     are the same as in Load: only var, exp, obs and sdates are mandatory, and only
    -  #     1 experiment or only 1 observational dataset can be loaded
    -  #   nmember : selected ensemble member or mean between selected ensemble members, e.g. c(1,3)
    -  #             (default is NULL which produce ensemble mean of all available ensemble members)
    -  #   seasoninf : month of the year when to start computing any month or season or year: 1 to 12.
    -  #   seasonsup : month of the year when to stop computing any month or season or year: 1 to 22. 
    -  #               Selected season can go over 31 December: e.g. for DJF use seasoninf=12 and seasonsup=14.
    -  #               For using all months together: seasoinf=1, seasonsup=12 
    -  #   nclusters : K number of clusters to be computed, or K initial cluster centers (default is NULL
    -  #               and then Clusters.R  will determine the optimal number of clusters and their centers) 
    -  #   pldgr : pldgr<0 for using the full values, 0 for removing the long-term mean, and 0 length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available')
    -        tmp3 <- InsertDim(var=InsertDim(var=tmp2[1,nmember,1,], posdim=1, lendim=1), posdim=1, lendim=1)
    -      } else {
    -        if ( length(nmember)==2 ) {
    -          if ( max(nmember) > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available')
    -          tmp3 <- Mean1Dim(tmp2, posdim=2, limits=nmember)
    -        } else {
    -          stop('incorrect selection of ensemble members')
    -        }
    -      }
    -    }
    -    
    +#     if ( is.null(nmember) ) {
    +#       tmp3 <- Mean1Dim(tmp2, posdim=2)
    +#     } else {
    +#       if ( length(nmember)== 1) {
    +#         if ( nmember > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available')
    +#         tmp3 <- InsertDim(var=InsertDim(var=tmp2[1,nmember,1,], posdim=1, lendim=1), posdim=1, lendim=1)
    +#       } else {
    +#         if ( length(nmember)==2 ) {
    +#           if ( max(nmember) > length(tmp2[1,,1,1]) ) stop('selected ensemble member is not available')
    +#           tmp3 <- Mean1Dim(tmp2, posdim=2, limits=nmember)
    +#         } else {
    +#           stop('incorrect selection of ensemble members')
    +#         }
    +#       }
    +#     }
    +    tmp4 <- tmp3
         if ( i==1 ) { tmp4 <- array(dim=c(length(tmp3[1,1,]), length(listregs))) }
         tmp4[,i] <- tmp3[1,1,]
       }
    +  if (detrend == TRUE) {
    +    var <- Trend(var = tmp4, posTR=1, pldegree = pldgr)$detrended
    +  }
    +  if (!is.null(weights)) {
    +    if (dim(var)[2]!=length(weights)) {
    +      stop('spatial dimension of var is not equal to length of weights')
    +    } 
    +    var1 <- array(1, dim=dim(var))
    +    for (i in 1 : dim(var)[1]) {
    +      var1[i,] <- var[i,] / weights
    +      }
    +  } 
       
    -  ifelse(pldgr<0, output1 <- Clusters(var=tmp4, weights, nclusters, listindex=listindx), 
    -         ifelse(pldgr>0, output1 <- Clusters(Trend(var=tmp4, posTR=1, pldegree=pldgr)$detrended, weights, nclusters, listindex=listindx), 
    -                output1 <- Clusters(var=tmp4 - InsertDim(var=Mean1Dim(tmp4, posdim=1), posdim=1, lendim=dim(tmp4)[1]), weights, nclusters, listindex=listindx))) 
    +  output <- kmeans(var, centers = nclusters, iter.max = maxnoiterat, nstart = 30)
       
       invisible(output1)
       
    -- 
    GitLab
    
    
    From cc0a88dce10cb6aa74442b2f6e91a9371b9fbd0e Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Thu, 28 Sep 2017 15:49:29 +0200
    Subject: [PATCH 23/29] WeatherRegimes for multivariate data functionality
     added
    
    ---
     R/WeatherRegime.R | 85 ++++++++++++++++++++++++++++++++---------------
     1 file changed, 59 insertions(+), 26 deletions(-)
    
    diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R
    index ae98df45..72279f1b 100644
    --- a/R/WeatherRegime.R
    +++ b/R/WeatherRegime.R
    @@ -3,31 +3,45 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
       if (EOFS != 1) {
         stop("Currently clusters must be calculated from fields")
       }
    -  sdate <- which(names(dim(data)) == "sdate")
    -  ftime <- which(names(dim(data)) == "ftime")
    -  nftimes <- dim(data)[ftime]
    -  nsdates <- dim(data)[sdate]
    -  lon2 <- which(names(dim(data)) == "lon")
    -  lat2 <- which(names(dim(data)) == "lat")
    -  dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)]
    -  data <- aperm(data, c(sdate, ftime, lat2, lon2, dims))
    -  nlon <- dim(data)[lon2]
    -  nlat <- dim(data)[lat2]
    -  if (is.null(ncenters)) {
    -    stop("nclusters must be specified")
    -  }
    -  if (multivariate == TRUE) {
    -    dataset <- which(names(dim(data)) == "dataset")
    -    dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2, dataset)]
    -    data <- aperm(data, c(sdate, ftime, lat2, lon2, dataset, dims))
    +  if (multivariate == FALSE) {
    +    sdate <- which(names(dim(data)) == "sdate")
    +    ftime <- which(names(dim(data)) == "ftime")
    +    nftimes <- dim(data)[ftime]
    +    nsdates <- dim(data)[sdate]
    +    lon2 <- which(names(dim(data)) == "lon")
    +    lat2 <- which(names(dim(data)) == "lat")
    +    dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)]
    +    data <- aperm(data, c(sdate, ftime, lat2, lon2, dims))
         nlon <- dim(data)[lon2]
         nlat <- dim(data)[lat2]
    -    data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon", "Dataset"))
    -    data <- acast(data, Year + Day ~ Lat ~ Lon ~ Dataset)
    -  }
    -  if (EOFS  == TRUE) {
         data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
         data <- acast(data, Year + Day ~ Lat ~ Lon)
    +    if (is.null(ncenters)) {
    +      stop("nclusters must be specified")
    +    }
    +  } else {
    +    sdate <- which(names(dim(data)) == "sdate")
    +    ftime <- which(names(dim(data)) == "ftime")
    +    nftimes <- dim(data)[ftime]
    +    nsdates <- dim(data)[sdate]
    +    lon2 <- which(names(dim(data)) == "lon")
    +    lat2 <- which(names(dim(data)) == "lat")
    +    dataset <- which(names(dim(data)) == "var")
    +    nvars <- dim(data)[dataset]
    +    nlon <- dim(data)[lon2]
    +    nlat <- dim(data)[lat2] * nvars
    +    lat = rep(lat, nvars)
    +    data <- aperm(data, c(sdate, ftime, lat2, dataset, lon2))
    +    var_mean <- var_sd <- c()
    +    for (i in 1 : nvars) {
    +      var_mean[i] <- mean(data[ , , , i, ], na.rm = TRUE)
    +      var_sd[i] <- sd(data[, , , i, ], na.rm = TRUE)
    +      data[, , , i, ] <- (data[, , , i, ] - var_mean[i]) / var_sd[i]
    +    }
    +    data <- melt(data, varnames = c("Year", "Day", "Lat", "Dataset", "Lon"))
    +    data <- acast(data, Year + Day ~ Dataset + Lat ~ Lon)
    +  }
    +  if (EOFS  == TRUE) {
         #data <- princomp(data[,subs], cor = FALSE)$scores
         dataPC <- EOF(data, lat = lat, lon = lon, neofs = neofs)
         threshold <- 90
    @@ -36,12 +50,31 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
       if (method == "kmeans") {
         result <- kmeans(dataPC$PC[, 1 : minPC], centers = ncenters, 
                          iter.max = 100, nstart = nstart, trace = FALSE)
    -    reconstructed <- array(0, c(ncenters, nlat, nlon))
    -    for (i in 1 : ncenters) {
    -      field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    -      reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +    if (multivariate == FALSE) {
    +      reconstructed <- array(0, c(ncenters, nlat, nlon))
    +      for (i in 1 : ncenters) {
    +        field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    +        reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +      }
    +      reconstructed <- aperm(reconstructed, c(1,3,2))
    +    } else {
    +      reconstructed <- array(0, c(ncenters, nlat, nlon))
    +      for (i in 1 : ncenters) {
    +        field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    +        reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +      }
    +      reconstructed2 <- array(0, c(nvars, ncenters, (nlat / nvars), nlon))
    +      for (i in 1 : nvars) {
    +        for (j in 1 : ncenters) {
    +          reconstructed2[i,j , , ] <- reconstructed[j, (((i - 1) * nlats) + 1) : (i * nlats), ] 
    +        }
    +        reconstructed2[i, , , ] <- (reconstructed2[i, , , ] * var_sd[i]) + var_mean[i]
    +      }
    +      reconstructed2 <- aperm(reconstructed2, c(1,2,4,3))
    +      reconstructed <- reconstructed2
    +      rm(reconstructed2)
         }
    -    reconstructed <- aperm(reconstructed, c(1,3,2))
    +  
         names(dim(reconstructed)) <- c("cluster", "lon", "lat")
         cluster_timeseries <- list(lengths = c(), values = c())
         for (i in 1 : nsdates) {
    -- 
    GitLab
    
    
    From 3932417e56d8c118f31c11efba4b6415c139e5f5 Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Wed, 15 Nov 2017 10:06:24 +0100
    Subject: [PATCH 24/29] Add p-value computation
    
    ---
     R/MultiVarRegime.R | 130 +++++++++++++++++++++++++++++++++++++++++++++
     R/WeatherRegime.R  | 117 ++++++++++------------------------------
     2 files changed, 157 insertions(+), 90 deletions(-)
     create mode 100644 R/MultiVarRegime.R
    
    diff --git a/R/MultiVarRegime.R b/R/MultiVarRegime.R
    new file mode 100644
    index 00000000..55ac7c60
    --- /dev/null
    +++ b/R/MultiVarRegime.R
    @@ -0,0 +1,130 @@
    +MultiVarRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    +                          nstart = 30, multivariate = FALSE, listindex = NULL) {
    +  if (EOFS != 1) {
    +    stop("Currently clusters must be calculated from fields")
    +  }
    +  if (multivariate == FALSE) {
    +    sdate <- which(names(dim(data)) == "sdate")
    +    ftime <- which(names(dim(data)) == "ftime")
    +    nftimes <- dim(data)[ftime]
    +    nsdates <- dim(data)[sdate]
    +    lon2 <- which(names(dim(data)) == "lon")
    +    lat2 <- which(names(dim(data)) == "lat")
    +    dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)]
    +    data <- aperm(data, c(sdate, ftime, lat2, lon2, dims))
    +    nlon <- dim(data)[lon2]
    +    nlat <- dim(data)[lat2]
    +    data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
    +    data <- acast(data, Year + Day ~ Lat ~ Lon)
    +    if (is.null(ncenters)) {
    +      stop("nclusters must be specified")
    +    }
    +  } else {
    +    sdate <- which(names(dim(data)) == "sdate")
    +    ftime <- which(names(dim(data)) == "ftime")
    +    nftimes <- dim(data)[ftime]
    +    nsdates <- dim(data)[sdate]
    +    lon2 <- which(names(dim(data)) == "lon")
    +    lat2 <- which(names(dim(data)) == "lat")
    +    dataset <- which(names(dim(data)) == "var")
    +    nvars <- dim(data)[dataset]
    +    nlon <- dim(data)[lon2]
    +    nlat <- dim(data)[lat2] * nvars
    +    lat = rep(lat, nvars)
    +    data <- aperm(data, c(sdate, ftime, lat2, dataset, lon2))
    +    var_mean <- var_sd <- c()
    +    for (i in 1 : nvars) {
    +      var_mean[i] <- mean(data[ , , , i, ], na.rm = TRUE)
    +      var_sd[i] <- sd(data[, , , i, ], na.rm = TRUE)
    +      data[, , , i, ] <- (data[, , , i, ] - var_mean[i]) / var_sd[i]
    +    }
    +    data <- melt(data, varnames = c("Year", "Day", "Lat", "Dataset", "Lon"))
    +    data <- acast(data, Year + Day ~ Dataset + Lat ~ Lon)
    +  }
    +  if (EOFS  == TRUE) {
    +    #data <- princomp(data[,subs], cor = FALSE)$scores
    +    dataPC <- EOF(data, lat = lat, lon = lon, neofs = neofs)
    +    threshold <- 90
    +    minPC <- head(as.numeric(which(cumsum(dataPC$var) > threshold)), 1)
    +  } 
    +  if (method == "kmeans") {
    +    result <- kmeans(dataPC$PC[, 1 : minPC], centers = ncenters, 
    +                     iter.max = 100, nstart = nstart, trace = FALSE)
    +    if (multivariate == FALSE) {
    +      reconstructed <- array(0, c(ncenters, nlat, nlon))
    +      for (i in 1 : ncenters) {
    +        field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    +        reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +      }
    +      reconstructed <- aperm(reconstructed, c(1,3,2))
    +    } else {
    +      reconstructed <- array(0, c(ncenters, nlat, nlon))
    +      for (i in 1 : ncenters) {
    +        field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    +        reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +      }
    +      reconstructed2 <- array(0, c(nvars, ncenters, (nlat / nvars), nlon))
    +      for (i in 1 : nvars) {
    +        for (j in 1 : ncenters) {
    +          reconstructed2[i,j , , ] <- reconstructed[j, (((i - 1) * nlats) + 1) : (i * nlats), ] 
    +        }
    +        reconstructed2[i, , , ] <- (reconstructed2[i, , , ] * var_sd[i]) + var_mean[i]
    +      }
    +      reconstructed2 <- aperm(reconstructed2, c(1,2,4,3))
    +      reconstructed <- reconstructed2
    +      rm(reconstructed2)
    +    }
    +  
    +    names(dim(reconstructed)) <- c("cluster", "lon", "lat")
    +    cluster_timeseries <- list(lengths = c(), values = c())
    +    for (i in 1 : nsdates) {
    +      occurences <- rle(result$cluster[((i * nftimes) + 1 - nftimes) : (i * nftimes)])
    +      cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths),
    +                                 values = c(cluster_timeseries$values, occurences$values))
    +    }
    +    frequency <- persistence <- list()
    +    for (i in 1 : ncenters) {
    +     frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$cluster)) * 100
    +     persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
    +    }
    +    
    +  } else if (method == "medoids") {
    +    result <- pam(dataPC$PC[, 1 : minPC], k = ncenters)
    +    reconstructed <- array(0, c(ncenters, nlat, nlon))
    +    for (i in 1 : ncenters) {
    +      field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$medoids[i,])
    +      reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +    }
    +    reconstructed <- aperm(reconstructed, c(1,3,2))
    +    names(dim(reconstructed)) <- c("cluster", "lon", "lat")
    +    cluster_timeseries <- list(lengths = c(), values = c())
    +    for (i in 1 : nsdates) {
    +      occurences <- rle(result$clustering[((i * nftimes) + 1 - nftimes) : (i * nftimes)])
    +      cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths),
    +                                 values = c(cluster_timeseries$values, occurences$values))
    +    }
    +    frequency <- persistence <- list()
    +    for (i in 1 : ncenters) {
    +      frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$clustering)) * 100
    +      persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
    +    }
    +  } else {
    +    result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method)
    +    clusterCut <- cutree(result, ncenters)
    +    data <- aperm(data, c(3, 2, 1))
    +    result <- Composite(data, clusterCut)
    +  }
    +  if (method == "kmeans") {
    +    return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster,
    +           cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
    +           persistence = persistence, frequency = frequency))
    +  } else if (method == "medoids") {
    +    return(list(field = reconstructed, EOF = dataPC$EOF, center = result$medoids, cluster = result$clustering,
    +                cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
    +                persistence = persistence, frequency = frequency))
    +  } else {
    +    return(list(field = result, cluster = clusterCut))
    +  }
    +}
    +
    +
    diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R
    index 72279f1b..d69c6643 100644
    --- a/R/WeatherRegime.R
    +++ b/R/WeatherRegime.R
    @@ -1,47 +1,24 @@
     WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    -                          nstart = 30, multivariate = FALSE, listindex = NULL) {
    +                          nstart = 30, listindex = NULL) {
       if (EOFS != 1) {
         stop("Currently clusters must be calculated from fields")
       }
    -  if (multivariate == FALSE) {
    -    sdate <- which(names(dim(data)) == "sdate")
    -    ftime <- which(names(dim(data)) == "ftime")
    -    nftimes <- dim(data)[ftime]
    -    nsdates <- dim(data)[sdate]
    -    lon2 <- which(names(dim(data)) == "lon")
    -    lat2 <- which(names(dim(data)) == "lat")
    -    dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)]
    -    data <- aperm(data, c(sdate, ftime, lat2, lon2, dims))
    -    nlon <- dim(data)[lon2]
    -    nlat <- dim(data)[lat2]
    -    data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
    -    data <- acast(data, Year + Day ~ Lat ~ Lon)
    -    if (is.null(ncenters)) {
    -      stop("nclusters must be specified")
    -    }
    -  } else {
    -    sdate <- which(names(dim(data)) == "sdate")
    -    ftime <- which(names(dim(data)) == "ftime")
    -    nftimes <- dim(data)[ftime]
    -    nsdates <- dim(data)[sdate]
    -    lon2 <- which(names(dim(data)) == "lon")
    -    lat2 <- which(names(dim(data)) == "lat")
    -    dataset <- which(names(dim(data)) == "var")
    -    nvars <- dim(data)[dataset]
    -    nlon <- dim(data)[lon2]
    -    nlat <- dim(data)[lat2] * nvars
    -    lat = rep(lat, nvars)
    -    data <- aperm(data, c(sdate, ftime, lat2, dataset, lon2))
    -    var_mean <- var_sd <- c()
    -    for (i in 1 : nvars) {
    -      var_mean[i] <- mean(data[ , , , i, ], na.rm = TRUE)
    -      var_sd[i] <- sd(data[, , , i, ], na.rm = TRUE)
    -      data[, , , i, ] <- (data[, , , i, ] - var_mean[i]) / var_sd[i]
    -    }
    -    data <- melt(data, varnames = c("Year", "Day", "Lat", "Dataset", "Lon"))
    -    data <- acast(data, Year + Day ~ Dataset + Lat ~ Lon)
    +  sdate <- which(names(dim(data)) == "sdate")
    +  ftime <- which(names(dim(data)) == "ftime")
    +  nftimes <- dim(data)[ftime]
    +  nsdates <- dim(data)[sdate]
    +  lon2 <- which(names(dim(data)) == "lon")
    +  lat2 <- which(names(dim(data)) == "lat")
    +  dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)]
    +  data <- aperm(data, c(sdate, ftime, lat2, lon2, dims))
    +  nlon <- dim(data)[lon2]
    +  nlat <- dim(data)[lat2]
    +  if (is.null(ncenters)) {
    +    stop("nclusters must be specified")
       }
       if (EOFS  == TRUE) {
    +    data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
    +    data <- acast(data, Year + Day ~ Lat ~ Lon)
         #data <- princomp(data[,subs], cor = FALSE)$scores
         dataPC <- EOF(data, lat = lat, lon = lon, neofs = neofs)
         threshold <- 90
    @@ -50,64 +27,28 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
       if (method == "kmeans") {
         result <- kmeans(dataPC$PC[, 1 : minPC], centers = ncenters, 
                          iter.max = 100, nstart = nstart, trace = FALSE)
    -    if (multivariate == FALSE) {
    -      reconstructed <- array(0, c(ncenters, nlat, nlon))
    -      for (i in 1 : ncenters) {
    -        field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    -        reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    -      }
    -      reconstructed <- aperm(reconstructed, c(1,3,2))
    -    } else {
    -      reconstructed <- array(0, c(ncenters, nlat, nlon))
    -      for (i in 1 : ncenters) {
    -        field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    -        reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    -      }
    -      reconstructed2 <- array(0, c(nvars, ncenters, (nlat / nvars), nlon))
    -      for (i in 1 : nvars) {
    -        for (j in 1 : ncenters) {
    -          reconstructed2[i,j , , ] <- reconstructed[j, (((i - 1) * nlats) + 1) : (i * nlats), ] 
    -        }
    -        reconstructed2[i, , , ] <- (reconstructed2[i, , , ] * var_sd[i]) + var_mean[i]
    -      }
    -      reconstructed2 <- aperm(reconstructed2, c(1,2,4,3))
    -      reconstructed <- reconstructed2
    -      rm(reconstructed2)
    -    }
    -  
    -    names(dim(reconstructed)) <- c("cluster", "lon", "lat")
    -    cluster_timeseries <- list(lengths = c(), values = c())
    -    for (i in 1 : nsdates) {
    -      occurences <- rle(result$cluster[((i * nftimes) + 1 - nftimes) : (i * nftimes)])
    -      cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths),
    -                                 values = c(cluster_timeseries$values, occurences$values))
    -    }
    -    frequency <- persistence <- list()
    -    for (i in 1 : ncenters) {
    -     frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$cluster)) * 100
    -     persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
    -    }
    -    
    -  } else if (method == "medoids") {
    -    result <- pam(dataPC$PC[, 1 : minPC], k = ncenters)
         reconstructed <- array(0, c(ncenters, nlat, nlon))
    -    for (i in 1 : ncenters) {
    -      field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$medoids[i,])
    -      reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    -    }
    -    reconstructed <- aperm(reconstructed, c(1,3,2))
    -    names(dim(reconstructed)) <- c("cluster", "lon", "lat")
    +    # for (i in 1 : ncenters) {
    +   #   field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    +    #  reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    +      data <- aperm(data, c(2, 3, 1))
    +      reconstructed <- Composite(data, result$cluster)
    +      
    +   # }
    +   # reconstructed <- aperm(reconstructed, c(1,3,2))
    +    names(dim(reconstructed$composite)) <- c("lon", "lat", "cluster")
         cluster_timeseries <- list(lengths = c(), values = c())
         for (i in 1 : nsdates) {
    -      occurences <- rle(result$clustering[((i * nftimes) + 1 - nftimes) : (i * nftimes)])
    +      occurences <- rle(result$cluster[((i * nftimes) + 1 - nftimes) : (i * nftimes)])
           cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths),
                                      values = c(cluster_timeseries$values, occurences$values))
         }
         frequency <- persistence <- list()
         for (i in 1 : ncenters) {
    -      frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$clustering)) * 100
    +      frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$cluster)) * 100
           persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
         }
    +    
       } else {
         result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method)
         clusterCut <- cutree(result, ncenters)
    @@ -116,10 +57,6 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
       }
       if (method == "kmeans") {
         return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster,
    -           cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
    -           persistence = persistence, frequency = frequency))
    -  } else if (method == "medoids") {
    -    return(list(field = reconstructed, EOF = dataPC$EOF, center = result$medoids, cluster = result$clustering,
                     cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
                     persistence = persistence, frequency = frequency))
       } else {
    -- 
    GitLab
    
    
    From db0be40155e6d63dfe11a06bc662189ee40bda86 Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Tue, 5 Dec 2017 08:46:00 +0100
    Subject: [PATCH 25/29] Adapt to multiApply
    
    ---
     R/WeatherRegime.R | 24 ++++++++++++++++++++++++
     1 file changed, 24 insertions(+)
    
    diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R
    index d69c6643..153fee9f 100644
    --- a/R/WeatherRegime.R
    +++ b/R/WeatherRegime.R
    @@ -1,8 +1,32 @@
     WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    +                         nstart = 30, listindex = NULL, parallel = FALSE, ncores = NULL) {
    +  if (length(dim(data)) > 4) {
    +    sdate <- which(names(dim(data)) == "sdate")
    +    ftime <- which(names(dim(data)) == "ftime")
    +    lon_dim <- which(names(dim(data)) == "lon")
    +    lat_dim <- which(names(dim(data)) == "lat")
    +    dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon_dim, lat_dim)]
    +    data <- aperm(data, c(sdate, ftime, lat_dim, lon_dim, dims))
    +    margins <- 5 : length(dim(data))
    +    result <- Apply(data = list(data), margins = list(margins), AtomicFun = ".WeatherRegime", EOFS = EOFS, neofs = neofs, lon = lon, lat = lat,
    +                    ncenters = ncenters, method = method, parallel = parallel, ncores = ncores)
    +  } else {
    +    result <- .WeatherRegime(data, EOFS = EOFS, neofs = neofs, lon = lon, lat = lat,
    +                             ncenters = ncenters, method = method)
    +  }
    + 
    +}
    +
    +
    +
    +
    +
    +.WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
                               nstart = 30, listindex = NULL) {
       if (EOFS != 1) {
         stop("Currently clusters must be calculated from fields")
       }
    +  names(dim(data)) <- c("sdate", "ftime", "lat", "lon")
       sdate <- which(names(dim(data)) == "sdate")
       ftime <- which(names(dim(data)) == "ftime")
       nftimes <- dim(data)[ftime]
    -- 
    GitLab
    
    
    From 319d4ae19fbd79fea54d493ddaedaa867ddb1a57 Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Tue, 27 Feb 2018 08:41:44 +0100
    Subject: [PATCH 26/29] Minor typo
    
    ---
     R/MultiVarRegime.R | 2 +-
     1 file changed, 1 insertion(+), 1 deletion(-)
    
    diff --git a/R/MultiVarRegime.R b/R/MultiVarRegime.R
    index 55ac7c60..10e566eb 100644
    --- a/R/MultiVarRegime.R
    +++ b/R/MultiVarRegime.R
    @@ -17,7 +17,7 @@ MultiVarRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL
         data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
         data <- acast(data, Year + Day ~ Lat ~ Lon)
         if (is.null(ncenters)) {
    -      stop("nclusters must be specified")
    +      stop("ncenters must be specified")
         }
       } else {
         sdate <- which(names(dim(data)) == "sdate")
    -- 
    GitLab
    
    
    From fcc418dc477bb692d555a095836874c33d154efe Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Wed, 28 Feb 2018 11:31:08 +0100
    Subject: [PATCH 27/29] Merge with Veronicas function
    
    ---
     R/WeatherRegime.R | 79 ++++++++++++++++++++++++++---------------------
     1 file changed, 43 insertions(+), 36 deletions(-)
    
    diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R
    index 153fee9f..41319ab5 100644
    --- a/R/WeatherRegime.R
    +++ b/R/WeatherRegime.R
    @@ -1,5 +1,5 @@
    -WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    -                         nstart = 30, listindex = NULL, parallel = FALSE, ncores = NULL) {
    +WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, threshold = 90, lat_weights = TRUE, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    +                         nstart = 30, iter.max = 100, listindex = NULL, ncores = NULL) {
       if (length(dim(data)) > 4) {
         sdate <- which(names(dim(data)) == "sdate")
         ftime <- which(names(dim(data)) == "ftime")
    @@ -8,24 +8,19 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
         dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon_dim, lat_dim)]
         data <- aperm(data, c(sdate, ftime, lat_dim, lon_dim, dims))
         margins <- 5 : length(dim(data))
    -    result <- Apply(data = list(data), margins = list(margins), AtomicFun = ".WeatherRegime", EOFS = EOFS, neofs = neofs, lon = lon, lat = lat,
    -                    ncenters = ncenters, method = method, parallel = parallel, ncores = ncores)
    +    result <- Apply(data = list(data), margins = list(margins), AtomicFun = ".WeatherRegime", EOFS = EOFS, neofs = neofs, 
    +                    threshold = threshold, lat_weights = lat_weights, lon = lon, lat = lat, ncenters = ncenters, method = method, 
    +                    ncores = ncores)
       } else {
    -    result <- .WeatherRegime(data, EOFS = EOFS, neofs = neofs, lon = lon, lat = lat,
    -                             ncenters = ncenters, method = method)
    +    result <- .WeatherRegime(data, EOFS = EOFS, neofs = neofs, threshold = threshold, lat_weights = lat_weights,
    +                             lon = lon, lat = lat, ncenters = ncenters, method = method)
       }
      
     }
     
    -
    -
    -
    -
    -.WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
    +.WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, threshold = 90, lat_weights = lat_weights, lon = NULL, lat = NULL, ncenters = NULL, method = "kmeans",
                               nstart = 30, listindex = NULL) {
    -  if (EOFS != 1) {
    -    stop("Currently clusters must be calculated from fields")
    -  }
    +  
       names(dim(data)) <- c("sdate", "ftime", "lat", "lon")
       sdate <- which(names(dim(data)) == "sdate")
       ftime <- which(names(dim(data)) == "ftime")
    @@ -33,33 +28,37 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
       nsdates <- dim(data)[sdate]
       lon2 <- which(names(dim(data)) == "lon")
       lat2 <- which(names(dim(data)) == "lat")
    -  dims <- c(1 : length(dim(data)))[-c(sdate, ftime, lon2, lat2)]
    -  data <- aperm(data, c(sdate, ftime, lat2, lon2, dims))
    +  data <- aperm(data, c(ftime, sdate, lat2, lon2))
       nlon <- dim(data)[lon2]
       nlat <- dim(data)[lat2]
    +  dim(data) <- c(nftimes *  nsdates, nlat, nlon)
    +  
       if (is.null(ncenters)) {
         stop("nclusters must be specified")
       }
       if (EOFS  == TRUE) {
    -    data <- melt(data, varnames = c("Year", "Day", "Lat", "Lon"))
    -    data <- acast(data, Year + Day ~ Lat ~ Lon)
    +    if (lat_weights == FALSE) {
    +      stop("If 'EOFS = TRUE', then latitude weightings are calculated automatically")
    +    }
         #data <- princomp(data[,subs], cor = FALSE)$scores
         dataPC <- EOF(data, lat = lat, lon = lon, neofs = neofs)
    -    threshold <- 90
    +    threshold <- threshold
         minPC <- head(as.numeric(which(cumsum(dataPC$var) > threshold)), 1)
    +    cluster_input <- dataPC$PC[, 1 : minPC]
    +  } else {
    +    cluster_input <- data
    +    if (lat_weights == TRUE) {
    +      latWeights <- InsertDim(InsertDim(cos(lat*pi/180), 1, nftimes*nsdates), 3, nlon)
    +      cluster_input <- cluster_input * latWeights
    +    }
    +    dim(cluster_input) <- c(nftimes * nsdates, nlat * nlon)
       } 
       if (method == "kmeans") {
    -    result <- kmeans(dataPC$PC[, 1 : minPC], centers = ncenters, 
    +    result <- kmeans(cluster_input, centers = ncenters, 
                          iter.max = 100, nstart = nstart, trace = FALSE)
         reconstructed <- array(0, c(ncenters, nlat, nlon))
    -    # for (i in 1 : ncenters) {
    -   #   field <- apply(dataPC$EOF[1 : minPC, , ], MARGIN = c(2,3), function(x) x * result$center[i,])
    -    #  reconstructed[i, , ] <- apply(field, MARGIN = c(2,3), sum)
    -      data <- aperm(data, c(2, 3, 1))
    -      reconstructed <- Composite(data, result$cluster)
    -      
    -   # }
    -   # reconstructed <- aperm(reconstructed, c(1,3,2))
    +    data <- aperm(data, c(2, 3, 1))
    +    reconstructed <- Composite(data, result$cluster)
         names(dim(reconstructed$composite)) <- c("lon", "lat", "cluster")
         cluster_timeseries <- list(lengths = c(), values = c())
         for (i in 1 : nsdates) {
    @@ -67,24 +66,32 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, lon = NULL, lat = NULL,
           cluster_timeseries <- list(lengths = c(cluster_timeseries$lengths, occurences$lengths),
                                      values = c(cluster_timeseries$values, occurences$values))
         }
    -    frequency <- persistence <- list()
    +    frequency <- persistence <- c()
         for (i in 1 : ncenters) {
    -      frequency[[i]] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$cluster)) * 100
    -      persistence[[i]] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
    +      frequency[i] <- (sum(cluster_timeseries$lengths[cluster_timeseries$values == i]) / length(result$cluster)) * 100
    +      persistence[i] <- mean(cluster_timeseries$length[cluster_timeseries$values == i])
         }
         
       } else {
    -    result <- hclust(dist(dataPC$PC[, 1 : minPC]), method = method)
    +    result <- hclust(dist(cluster_input), method = method)
         clusterCut <- cutree(result, ncenters)
         data <- aperm(data, c(3, 2, 1))
         result <- Composite(data, clusterCut)
       }
       if (method == "kmeans") {
    -    return(list(field = reconstructed, EOF = dataPC$EOF, center = result$center, cluster = result$cluster,
    -                cluster_lengths = cluster_timeseries$lengths, cluster_values = cluster_timeseries$values,
    -                persistence = persistence, frequency = frequency))
    +    if (EOFS == TRUE) {
    +      return(list(composite = reconstructed$composite, pvalue = reconstructed$pvalue,  cluster = as.array(result$cluster), center = as.array(result$center),  EOF = dataPC$EOF,
    +                  cluster_lengths = as.array(cluster_timeseries$lengths), cluster_values = as.array(cluster_timeseries$values),
    +                  persistence = as.array(persistence), frequency = as.array(frequency)))
    +
    +    } else {
    +      return(list(composite = reconstructed$composite, pvalue = reconstructed$pvalue,  cluster = as.array(result$cluster), center = as.array(result$center),
    +                  cluster_lengths = as.array(cluster_timeseries$lengths), cluster_values = as.array(cluster_timeseries$values),
    +                  persistence = as.array(persistence), frequency = as.array(frequency)))
    +    }
    +    
       } else {
    -    return(list(field = result, cluster = clusterCut))
    +    return(list(composite = result$composite, pvalue = result$pvalue, cluster = as.array(clusterCut)))
       }
     }
     
    -- 
    GitLab
    
    
    From 5137b19efaa075676cb6c3ee02790f8f58d781f5 Mon Sep 17 00:00:00 2001
    From: ahunter 
    Date: Wed, 28 Feb 2018 14:40:54 +0100
    Subject: [PATCH 28/29] Tidy-up of output
    
    ---
     R/WeatherRegime.R | 14 +++-----------
     1 file changed, 3 insertions(+), 11 deletions(-)
    
    diff --git a/R/WeatherRegime.R b/R/WeatherRegime.R
    index 41319ab5..177454df 100644
    --- a/R/WeatherRegime.R
    +++ b/R/WeatherRegime.R
    @@ -79,17 +79,9 @@ WeatherRegime <- function(data, EOFS = TRUE, neofs = 30, threshold = 90, lat_wei
         result <- Composite(data, clusterCut)
       }
       if (method == "kmeans") {
    -    if (EOFS == TRUE) {
    -      return(list(composite = reconstructed$composite, pvalue = reconstructed$pvalue,  cluster = as.array(result$cluster), center = as.array(result$center),  EOF = dataPC$EOF,
    -                  cluster_lengths = as.array(cluster_timeseries$lengths), cluster_values = as.array(cluster_timeseries$values),
    -                  persistence = as.array(persistence), frequency = as.array(frequency)))
    -
    -    } else {
    -      return(list(composite = reconstructed$composite, pvalue = reconstructed$pvalue,  cluster = as.array(result$cluster), center = as.array(result$center),
    -                  cluster_lengths = as.array(cluster_timeseries$lengths), cluster_values = as.array(cluster_timeseries$values),
    -                  persistence = as.array(persistence), frequency = as.array(frequency)))
    -    }
    -    
    +    return(list(composite = reconstructed$composite, pvalue = reconstructed$pvalue,  cluster = as.array(result$cluster), center = as.array(result$center),
    +                cluster_lengths = as.array(cluster_timeseries$lengths), cluster_values = as.array(cluster_timeseries$values),
    +                persistence = as.array(persistence), frequency = as.array(frequency)))
       } else {
         return(list(composite = result$composite, pvalue = result$pvalue, cluster = as.array(clusterCut)))
       }
    -- 
    GitLab
    
    
    From 3b4920e0b311fb0e010acd74a0a45b3d22f4230c Mon Sep 17 00:00:00 2001
    From: nperez 
    Date: Tue, 12 Feb 2019 11:55:39 +0100
    Subject: [PATCH 29/29] PDF updated version for this branch
    
    ---
     s2dverification-manual.pdf | Bin 261201 -> 269495 bytes
     1 file changed, 0 insertions(+), 0 deletions(-)
    
    diff --git a/s2dverification-manual.pdf b/s2dverification-manual.pdf
    index 15b1543d906ec0726ae850d1ca2594be8882e949..d9c735eebfd37a52a882228fbb4e45c6134bd5f6 100644
    GIT binary patch
    delta 159780
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    z7_(-rxoY+WvAGo~76TY2p^}&|jsqcKx1I_Rq$X>>&WY6du0B!QN=hv1jYJ7k;L=2g
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  • Calculate the anomalies: Ano().