require(igraph) edgelist<-read.delim('/Users/ackman/Documents/MATLAB/dCorrpairs-20131105-125023.txt') edgelist2<-subset(edgelist,rvalue > 0.1) g <- graph.data.frame(edgelist2, directed=FALSE) #V(g)$label <- V(g)$name #gets the actual vertice labels plot(g,layout=layout.lgl,vertex.size=5) title('layoutLgl, vertex size5') quartz(); plot(g, layout=layout.fruchterman.reingold, vertex.size=3) title('layoutFR, vertex size3') quartz(); com <- spinglass.community(g, spins=5) #finds communities V(g)$color <- com$membership+1 plot(g, layout=layout.fruchterman.reingold) title('spinglass, layoutFR, default vertex size') walktrapCom<-walktrap.community(g) V(g)$color <- walktrapCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold) palette("default") title('walktrap, layoutFR, default vertex size,alpha0.5') quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.lgl) palette("default") title('walktrap, layoutLgl, default vertex size,alpha0.5') quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.kamada.kawai) palette("default") title('walktrap, layout.kamada.kawai, default vertex size,alpha0.5') g <- graph.data.frame(edgelist2, directed=FALSE) fastgreedyCom<-fastgreedy.community(g) V(g)$color <- fastgreedyCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.kamada.kawai) palette("default") title('fastgreedy, layout.kamada.kawai, default vertex size,alpha0.5') edgelist2<-subset(edgelist,rvalue > 0.1) g <- graph.data.frame(edgelist2, directed=FALSE) fastgreedyCom<-fastgreedy.community(g) V(g)$color <- fastgreedyCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold) palette("default") title('fastgreedy, layout.fruchterman.reingold, default vertex size,alpha0.5') # Edgelist > 0.2 edgelist2<-subset(edgelist,rvalue > 0.2) g <- graph.data.frame(edgelist2, directed=FALSE) fastgreedyCom<-fastgreedy.community(g) V(g)$color <- fastgreedyCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold) palette("default") title('fastgreedy, layout.fruchterman.reingold, rvalue >0.2') degree(g) degree.distribution(g) degree.distribution(g,cumulative = TRUE) #------Histogram of degree distribution------------------------------------------------------------- df <- data.frame(degree(g)) colnames(df) <- c("degree") p <- ggplot(df, aes(x=degree)) + xlab("degree") + theme_bw() p + geom_histogram(binwidth = 2) + scale_colour_brewer(palette="Set1") + opts(aspect.ratio=1) #raw counts ggsave(file=paste("120518_07-degreeDist", format(Sys.time(),"%y%m%d-%H%M%S"), ".pdf",sep="")) # 2014-01-07 09:07:59 edgelist<-read.delim('/Users/ackman/Data/2photon/120518i/2014-01-03-231550/dCorr.txt') d2 <- subset(edgelist,filename!='120518_09.tif') d3 <- subset(d2,filename=='120518_06.tif') d4 <- with(d3,data.frame(node1,node2,rvalue)) edgelist2<-subset(d4,rvalue > 0.1) g <- graph.data.frame(edgelist2, directed=FALSE) E(g)$weight <- E(g)$rvalue E(g)$width <- 1 E(g)[ weight >= 0.3 ]$width <- 3 E(g)[ weight >= 0.5 ]$width <- 5 fastgreedyCom<-fastgreedy.community(g,weights=E(g)$weight) V(g)$color <- fastgreedyCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold, edge.width=E(g)$width, edge.color="black") palette("default") title('120518_06, fastgreedy, layout.fruchterman.reingold, default vertex size,alpha0.5') d3 <- subset(d2,filename=='120518_07.tif') d4 <- with(d3,data.frame(node1,node2,rvalue)) edgelist2<-subset(d4,rvalue > 0.1) g <- graph.data.frame(edgelist2, directed=FALSE) E(g)$weight <- E(g)$rvalue E(g)$width <- 1 E(g)[ weight >= 0.3 ]$width <- 3 E(g)[ weight >= 0.5 ]$width <- 5 fastgreedyCom<-fastgreedy.community(g,weights=E(g)$weight) V(g)$color <- fastgreedyCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold, edge.width=E(g)$width, edge.color="black") palette("default") title('120518_07, fastgreedy, layout.fruchterman.reingold, default vertex size,alpha0.5') d3 <- subset(d2,filename=='120518_08.tif') d4 <- with(d3,data.frame(node1,node2,rvalue)) edgelist2<-subset(d4,rvalue > 0.1) g <- graph.data.frame(edgelist2, directed=FALSE) fastgreedyCom<-fastgreedy.community(g) V(g)$color <- fastgreedyCom$membership+1 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold) palette("default") title('120518_08, fastgreedy, layout.fruchterman.reingold, default vertex size,alpha0.5') # 131208 edgelist<-read.delim('/Users/ackman/Data/2photon/131208/2014-01-07-003602/dCorr.txt') d3 <- subset(edgelist,filename=='131208_08.tif') d4 <- with(d3,data.frame(node1,node2,rvalue)) edgelist2<-subset(d4,rvalue > 0.1) g <- graph.data.frame(edgelist2, directed=FALSE) fastgreedyCom<-fastgreedy.community(g) V(g)$color <- fastgreedyCom$membership+1 E(g)$weight <- runif(ecount(g)) E(g)$width <- 1 # E(g)[ weight >= 0.3 ]$width <- 2 E(g)[ weight >= 0.5 ]$width <- 3 quartz(); palette(rainbow(max(V(g)$color),alpha=0.5)) plot(g, layout=layout.fruchterman.reingold, edge.width=E(g)$width, edge.color="black") palette("default") title('131208_08, fastgreedy, layout.fruchterman.reingold, default vertex size,alpha0.5') g <- graph.ring(10) E(g)$weight <- runif(ecount(g)) E(g)$width <- 1 E(g)[ weight >= 0.5 ]$width <- 3 plot(g, layout=layout.circle, edge.width=E(g)$width, edge.color="black")