Dear R help, I have some readings in three dimensions (x, y, z) and an amplitude for each. I'd like to visualize the data using ggplot, using tile plots, as I have some additional point data I would like to eventually overlay on the tile plots. I would like to subset the data by sections, slices if you will, in the z dimension, and plot the data for that slice. I can do all of this, but am having a largish hangup - ggplot automatically keys the fill gradient to the data which is assigned the fill aesthetic. This is a problem for me because I have different ranges of amplitudes for different depth slices. So, I'm seeing the same color assigned to a different amplitude for each of my plots. I would like to assign the colors in the fill gradient to a range that I specify, not the range that is in the subset of the data, but I don't know how. Some example data and code attached. Thanks Ben Caldwell --------------------------------------------- require(ggplot2) setwd("") input<-read.table("examplefile.txt", header=TRUE) str(input) head(input) # X x y z depth amplitude # 1 1 0.0125 0.0125 -0.025 1 623 # 2 2 0.0125 0.0375 -0.025 1 654 # 3 3 0.0125 0.0625 -0.025 1 685 # 4 4 0.0125 0.0875 -0.025 1 1598 # 5 5 0.0125 0.1125 -0.025 1 2200 # 6 6 0.0125 0.1375 -0.025 1 1917 depths<- with(input, sort(unique(depth))) depths # [1] 1 2 3 4 mysubset<-function(input, column.name, expression.to.match){ output <- input[column.name==expression.to.match,] return(output) } sub1 <- mysubset(input, input$depth, depths[1]) sub2 <- mysubset(input, input$depth, depths[2]) sub3 <- mysubset(input, input$depth, depths[3]) sub4 <- mysubset(input, input$depth, depths[4]) p <- ggplot(sub1, aes(x=x,y=y,fill=amplitude)) p + geom_tile() + scale_fill_gradientn("Custom Colours",colours=c("purple","blue","green","yellow","orange","red")) # custom colours legend range and assigned colors is different than in the next plot p <- ggplot(sub3, aes(x=x,y=y,fill=amplitude)) p + geom_tile() + scale_fill_gradientn("Custom Colours",colours=c("purple","blue","green","yellow","orange","red")) -------------- next part -------------- X x y z depth amplitude 1 1 0.0125 0.0125 -0.025 1 623 2 2 0.0125 0.0375 -0.025 1 654 3 3 0.0125 0.0625 -0.025 1 685 4 4 0.0125 0.0875 -0.025 1 1598 5 5 0.0125 0.1125 -0.025 1 2200 6 6 0.0125 0.1375 -0.025 1 1917 7 7 0.0125 0.1625 -0.025 1 1773 8 8 0.0125 0.1875 -0.025 1 996 9 9 0.0125 0.2125 -0.025 1 925 10 10 0.0125 0.2375 -0.025 1 1934 11 11 0.0125 0.2625 -0.025 1 2454 12 12 0.0125 0.2875 -0.025 1 1651 13 13 0.0125 0.3125 -0.025 1 1741 14 14 0.0125 0.3375 -0.025 1 2920 15 15 0.0125 0.3625 -0.025 1 3408 16 16 0.0125 0.3875 -0.025 1 4186 17 17 0.0125 0.4125 -0.025 1 6326 18 18 0.0125 0.4375 -0.025 1 8374 19 19 0.0125 0.4625 -0.025 1 9355 20 20 0.0125 0.4875 -0.025 1 8879 21 21 0.0125 0.5125 -0.025 1 7570 22 22 0.0125 0.5375 -0.025 1 5920 23 23 0.0125 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1939 0.3375 2.9625 -0.025 4 9338 1940 1940 0.3375 2.9875 -0.025 4 8626 1941 1941 0.3375 3.0125 -0.025 4 7845 1942 1942 0.3375 3.0375 -0.025 4 7884 1943 1943 0.3375 3.0625 -0.025 4 7939 1944 1944 0.3375 3.0875 -0.025 4 7140 1945 1945 0.3375 3.1125 -0.025 4 6703 1946 1946 0.3375 3.1375 -0.025 4 6196 1947 1947 0.3375 3.1625 -0.025 4 5009 1948 1948 0.3375 3.1875 -0.025 4 4451 1949 1949 0.3375 3.2125 -0.025 4 4351 1950 1950 0.3375 3.2375 -0.025 4 4486 1951 1951 0.3375 3.2625 -0.025 4 4792 1952 1952 0.3375 3.2875 -0.025 4 4877 1953 1953 0.3375 3.3125 -0.025 4 4846 1954 1954 0.3375 3.3375 -0.025 4 4600 1955 1955 0.3375 3.3625 -0.025 4 4968 1956 1956 0.3375 3.3875 -0.025 4 5902 1957 1957 0.3375 3.4125 -0.025 4 6350 1958 1958 0.3375 3.4375 -0.025 4 5383 1959 1959 0.3375 3.4625 -0.025 4 4558 1960 1960 0.3375 3.4875 -0.025 4 5065 1961 1961 0.3625 0.0125 -0.025 4 4545 1962 1962 0.3625 0.0375 -0.025 4 4313 1963 1963 0.3625 0.0625 -0.025 4 4081 1964 1964 0.3625 0.0875 -0.025 4 5805 1965 1965 0.3625 0.1125 -0.025 4 6662 1966 1966 0.3625 0.1375 -0.025 4 5516 1967 1967 0.3625 0.1625 -0.025 4 4099 1968 1968 0.3625 0.1875 -0.025 4 4548 1969 1969 0.3625 0.2125 -0.025 4 5521 1970 1970 0.3625 0.2375 -0.025 4 7286 1971 1971 0.3625 0.2625 -0.025 4 8200 1972 1972 0.3625 0.2875 -0.025 4 8976 1973 1973 0.3625 0.3125 -0.025 4 9598 1974 1974 0.3625 0.3375 -0.025 4 9925 1975 1975 0.3625 0.3625 -0.025 4 10609 1976 1976 0.3625 0.3875 -0.025 4 11632 1977 1977 0.3625 0.4125 -0.025 4 12564 1978 1978 0.3625 0.4375 -0.025 4 12876 1979 1979 0.3625 0.4625 -0.025 4 12320 1980 1980 0.3625 0.4875 -0.025 4 11346 1981 1981 0.3625 0.5125 -0.025 4 10653 1982 1982 0.3625 0.5375 -0.025 4 10497 1983 1983 0.3625 0.5625 -0.025 4 10697 1984 1984 0.3625 0.5875 -0.025 4 10743 1985 1985 0.3625 0.6125 -0.025 4 10303 1986 1986 0.3625 0.6375 -0.025 4 9751 1987 1987 0.3625 0.6625 -0.025 4 9478 1988 1988 0.3625 0.6875 -0.025 4 9117 1989 1989 0.3625 0.7125 -0.025 4 8675 1990 1990 0.3625 0.7375 -0.025 4 8810 1991 1991 0.3625 0.7625 -0.025 4 9467 1992 1992 0.3625 0.7875 -0.025 4 9746 1993 1993 0.3625 0.8125 -0.025 4 9729 1994 1994 0.3625 0.8375 -0.025 4 9455 1995 1995 0.3625 0.8625 -0.025 4 8316 1996 1996 0.3625 0.8875 -0.025 4 6548 1997 1997 0.3625 0.9125 -0.025 4 4912 1998 1998 0.3625 0.9375 -0.025 4 4383 1999 1999 0.3625 0.9625 -0.025 4 5326 2000 2000 0.3625 0.9875 -0.025 4 6792
As a follow-up, I am able to achieve what I'd like to do in terms of a set range of values for amplitude using filled.contour() and specifying the zlim argument - however, in the end I'd still like to have the possibilities for layering that ggplot offers available to me; so, please let me know if you have ideas/solutions. Thanks ---------- e.g #assumes prior code in this thread was run to create sub1 and sub3 require(akima) zz1<-with(sub1, interp(x, y, amplitude)) zz3<-with(sub3, interp(x,y, amplitude)) filled.contour(zz1,col = topo.colors(24),xlab="x",ylab="x", zlim= c(0, 12000),main=one[1,4]) filled.contour(zz3,col = topo.colors(24),xlab="x",ylab="x", zlim= c(0, 12000),main=one[1,4]) On Thu, Feb 21, 2013 at 12:02 PM, Benjamin Caldwell <btcaldwell@berkeley.edu> wrote:> Dear R help, > > I have some readings in three dimensions (x, y, z) and an amplitude for > each. I'd like to visualize the data using ggplot, using tile plots, as I > have some additional point data I would like to eventually overlay on the > tile plots. > > I would like to subset the data by sections, slices if you will, in the z > dimension, and plot the data for that slice. > > I can do all of this, but am having a largish hangup - ggplot > automatically keys the fill gradient to the data which is assigned the fill > aesthetic. This is a problem for me because I have different ranges of > amplitudes for different depth slices. So, I'm seeing the same color > assigned to a different amplitude for each of my plots. > > I would like to assign the colors in the fill gradient to a range that I > specify, not the range that is in the subset of the data, but I don't know > how. > > Some example data and code attached. > > Thanks > > Ben Caldwell > > --------------------------------------------- > > require(ggplot2) > > setwd("") > > input<-read.table("examplefile.txt", header=TRUE) > str(input) > > head(input) > > # X x y z depth amplitude > # 1 1 0.0125 0.0125 -0.025 1 623 > # 2 2 0.0125 0.0375 -0.025 1 654 > # 3 3 0.0125 0.0625 -0.025 1 685 > # 4 4 0.0125 0.0875 -0.025 1 1598 > # 5 5 0.0125 0.1125 -0.025 1 2200 > # 6 6 0.0125 0.1375 -0.025 1 1917 > > depths<- with(input, sort(unique(depth))) > depths > # [1] 1 2 3 4 > > mysubset<-function(input, column.name, expression.to.match){ > > output <- input[column.name==expression.to.match,] > > return(output) > } > > sub1 <- mysubset(input, input$depth, depths[1]) > sub2 <- mysubset(input, input$depth, depths[2]) > sub3 <- mysubset(input, input$depth, depths[3]) > sub4 <- mysubset(input, input$depth, depths[4]) > > p <- ggplot(sub1, aes(x=x,y=y,fill=amplitude)) > p + geom_tile() + scale_fill_gradientn("Custom > Colours",colours=c("purple","blue","green","yellow","orange","red")) > # custom colours legend range and assigned colors is different than in the > next plot > > p <- ggplot(sub3, aes(x=x,y=y,fill=amplitude)) > p + geom_tile() + scale_fill_gradientn("Custom > Colours",colours=c("purple","blue","green","yellow","orange","red")) > >[[alternative HTML version deleted]]
Hi Ben, How about lim <- with(input, { c(min(amplitude), max(amplitude))}) p <- ggplot(sub1, aes(x=x,y=y,fill=amplitude)) p + geom_tile() + scale_fill_gradientn("Custom Colours", colours=c("purple", "blue", "green", "yellow", "orange", "red"), limits=lim) # custom colours legend range and assigned colors is the same in the next plot dev.new() p <- ggplot(sub3, aes(x=x,y=y,fill=amplitude)) p + geom_tile() + scale_fill_gradientn("Custom Colours", colours=c("purple", "blue", "green", "yellow", "orange", "red"), limits=lim) Best, Ista On Thu, Feb 21, 2013 at 3:02 PM, Benjamin Caldwell <btcaldwell at berkeley.edu> wrote:> Dear R help, > > I have some readings in three dimensions (x, y, z) and an amplitude for > each. I'd like to visualize the data using ggplot, using tile plots, as I > have some additional point data I would like to eventually overlay on the > tile plots. > > I would like to subset the data by sections, slices if you will, in the z > dimension, and plot the data for that slice. > > I can do all of this, but am having a largish hangup - ggplot automatically > keys the fill gradient to the data which is assigned the fill aesthetic. > This is a problem for me because I have different ranges of amplitudes for > different depth slices. So, I'm seeing the same color assigned to a > different amplitude for each of my plots. > > I would like to assign the colors in the fill gradient to a range that I > specify, not the range that is in the subset of the data, but I don't know > how. > > Some example data and code attached. > > Thanks > > Ben Caldwell > > --------------------------------------------- > > require(ggplot2) > > setwd("") > > input<-read.table("examplefile.txt", header=TRUE) > str(input) > > head(input) > > # X x y z depth amplitude > # 1 1 0.0125 0.0125 -0.025 1 623 > # 2 2 0.0125 0.0375 -0.025 1 654 > # 3 3 0.0125 0.0625 -0.025 1 685 > # 4 4 0.0125 0.0875 -0.025 1 1598 > # 5 5 0.0125 0.1125 -0.025 1 2200 > # 6 6 0.0125 0.1375 -0.025 1 1917 > > depths<- with(input, sort(unique(depth))) > depths > # [1] 1 2 3 4 > > mysubset<-function(input, column.name, expression.to.match){ > > output <- input[column.name==expression.to.match,] > > return(output) > } > > sub1 <- mysubset(input, input$depth, depths[1]) > sub2 <- mysubset(input, input$depth, depths[2]) > sub3 <- mysubset(input, input$depth, depths[3]) > sub4 <- mysubset(input, input$depth, depths[4]) > > p <- ggplot(sub1, aes(x=x,y=y,fill=amplitude)) > p + geom_tile() + scale_fill_gradientn("Custom > Colours",colours=c("purple","blue","green","yellow","orange","red")) > # custom colours legend range and assigned colors is different than in the > next plot > > p <- ggplot(sub3, aes(x=x,y=y,fill=amplitude)) > p + geom_tile() + scale_fill_gradientn("Custom > Colours",colours=c("purple","blue","green","yellow","orange","red")) > > ______________________________________________ > R-help at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-help > PLEASE do read the posting guide http://www.R-project.org/posting-guide.html > and provide commented, minimal, self-contained, reproducible code. >