I have a sankey plot created in networkD3
package. I would like to modify the colors and transparency of both nodes and links.
My data networkD3_data
is appended at the end.
Question 1: How to modify node colors with user-defined palette?
I am not sure how to modify the colors with user-defined palette. It is necessary for me to use the same color palette specific to each node source to keep consistent with other plots I have.
Currently I am able to have each source node be a different color and all target nodes to be same color by defining the NodeGroup
. The plot below is close to what I want, however now I want to specify the color of each source node myself.
library(networkD3)
sankeyNetwork(Links = networkD3_data$links, Nodes = networkD3_data$nodes, Source = "source", Target = "target", Value = "value", NodeID = "name", NodeGroup="group", fontSize=14)
?sankeyNetwork
says there is a colourScale
parameter which takes "character string specifying the categorical colour scale for the nodes". I took this to mean I can add a column with my desired colors to the networkD3_data$nodes
data frame and call colourScale
as such:
sankeyNetwork(Links = networkD3_data$links, Nodes = networkD3_data$nodes, Source = "source", Target = "target", Value = "value", NodeID = "name", NodeGroup="group", fontSize=14, colourScale="colors")
But this does not work, no plot is produced. I searched stackoverflow and found an answer from 2014: here, but I don't think this works anymore as I get an error Error: unexpected symbol
calling either of these proposed solutions (or perhaps I just do not know how to implement this properly).
d3.scale.ordinal().range(["#7d3945","#e0677b", "#244457"])
d3.scaleOrdinal().range(["#7d3945","#e0677b", "#244457"])
Question 2: Is it possible to define the order in which the source and targets are displayed?
So that sources are listed from Source0 to Source10 and targets from Target11 to Target47? Where is this set? I know this is counter-intuitive to allowing the algorithm to optimally position the nodes.
Question 3: How to modify link colors with user-defined palette and change transparency/opacity?
I also want to color code the links emanating from the source using the same color scheme as the source. I am able to do this by defining LinkGroup
, see plot below. Again I am close to what I want, but I just need to specify the colors used myself and I am not sure where to modify this. I also want to adjust the opacity so that the source color is more solid than the link colors.
sankeyNetwork(Links = networkD3_data$links, Nodes = networkD3_data$nodes, Source = "source", Target = "target", Value = "value", NodeID = "name", NodeGroup="group", LinkGroup="group", fontSize=14)
Here is my data -- dput(networkD3_data)
structure(list(nodes = structure(list(name = c("Source0", "Source1",
"Source2", "Source3", "Source4", "Source5", "Source6", "Source7",
"Source8", "Source9", "Source10", "Target11", "Target12", "Target13",
"Target14", "Target15", "Target16", "Target17", "Target18", "Target19",
"Target20", "Target21", "Target22", "Target23", "Target24", "Target25",
"Target26", "Target27", "Target28", "Target29", "Target30", "Target31",
"Target32", "Target33", "Target34", "Target35", "Target36", "Target37",
"Target38", "Target39", "Target40", "Target41", "Target42", "Target43",
"Target44", "Target45", "Target46", "Target47"), group = c("Source0",
"Source1", "Source2", "Source3", "Source4", "Source5", "Source6",
"Source7", "Source8", "Source9", "Source10", "Target", "Target",
"Target", "Target", "Target", "Target", "Target", "Target", "Target",
"Target", "Target", "Target", "Target", "Target", "Target", "Target",
"Target", "Target", "Target", "Target", "Target", "Target", "Target",
"Target", "Target", "Target", "Target", "Target", "Target", "Target",
"Target", "Target", "Target", "Target", "Target", "Target", "Target"
), colors = c("#9E0142", "#D53E4F", "#F46D43", "#FDAE61", "#FEE08B",
"#FFFFBF", "#E6F598", "#ABDDA4", "#66C2A5", "#3288BD", "#5E4FA2",
"#969696", "#969696", "#969696", "#969696", "#969696", "#969696",
"#969696", "#969696", "#969696", "#969696", "#969696", "#969696",
"#969696", "#969696", "#969696", "#969696", "#969696", "#969696",
"#969696", "#969696", "#969696", "#969696", "#969696", "#969696",
"#969696", "#969696", "#969696", "#969696", "#969696", "#969696",
"#969696", "#969696", "#969696", "#969696", "#969696", "#969696",
"#969696")), .Names = c("name", "group", "colors"), row.names = c(NA,
-48L), class = "data.frame"), links = structure(list(source = c(0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,
3, 3, 3, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 6,
6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10
), target = c(11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22,
23, 13, 18, 15, 11, 12, 24, 21, 25, 26, 27, 19, 28, 16, 22, 29,
30, 31, 32, 18, 16, 15, 13, 27, 29, 19, 33, 34, 31, 35, 21, 24,
11, 30, 36, 28, 37, 38, 39, 40, 26, 41, 11, 12, 15, 18, 19, 14,
13, 16, 27, 34, 20, 22, 25, 12, 27, 16, 18, 13, 11, 12, 11, 14,
27, 21, 16, 18, 22, 13, 15, 19, 16, 11, 12, 39, 12, 14, 18, 11,
42, 43, 44, 13, 11, 18, 15, 12, 19, 45, 31, 16, 20, 46, 40, 47,
11, 12, 18, 16, 14, 19, 15, 11, 12, 16, 13, 18, 14, 34, 31, 15
), value = c(5.8, 3.2, 5, 2.4, 2.5, 2.7, 3.5, 2.5, 3.5, 1.4,
2.9, 2.4, 1.3, 12.1, 7.4, 5, 11.2, 5.6, 6.4, 8.8, 2.6, 3.5, 7,
10, 4.5, 6, 6.5, 5.8, 5.4, 6.2, 8.9, 5.5, 4.8, 3.4, 6.5, 5, 4,
6.4, 7.3, 4.4, 4.2, 1.7, 5.1, 3.6, 6.4, 3.4, 2.5, 2.6, 2.3, 2.3,
3.2, 1.6, 1.7, 3.7, 8, 4.4, 3.1, 4.1, 5.9, 2.8, 5, 3.2, 3.7,
3.4, 1.8, 3.2, 1.2, 4.1, 5.2, 4.5, 4.8, 7.1, 7.3, 4.6, 8.4, 3.4,
5.2, 6.1, 4.3, 4.5, 4.5, 6.5, 2.8, 6.3, 5.3, 8.2, 3.8, 4.3, 4.2,
3.4, 5.4, 7.9, 1.2, 1.4, 1.4, 6.6, 6.8, 4.2, 2.9, 3.1, 5.3, 2.6,
3.2, 2.9, 1.7, 1.9, 1.4, 8, 8, 4, 5, 4.3, 2.9, 6.9, 3, 8.7, 4.5,
4.2, 6.6, 4.4, 2.7, 4.4, 4.3, 2.8), group = c("Source0", "Source0",
"Source0", "Source0", "Source0", "Source0", "Source0", "Source0",
"Source0", "Source0", "Source0", "Source0", "Source0", "Source1",
"Source1", "Source1", "Source1", "Source1", "Source1", "Source1",
"Source1", "Source1", "Source1", "Source1", "Source1", "Source1",
"Source1", "Source1", "Source1", "Source1", "Source1", "Source2",
"Source2", "Source2", "Source2", "Source2", "Source2", "Source2",
"Source2", "Source2", "Source2", "Source2", "Source2", "Source2",
"Source2", "Source2", "Source2", "Source2", "Source2", "Source2",
"Source2", "Source2", "Source2", "Source2", "Source3", "Source3",
"Source3", "Source3", "Source3", "Source3", "Source3", "Source3",
"Source3", "Source3", "Source3", "Source3", "Source3", "Source4",
"Source4", "Source4", "Source4", "Source4", "Source4", "Source5",
"Source5", "Source5", "Source5", "Source5", "Source5", "Source5",
"Source5", "Source5", "Source5", "Source5", "Source6", "Source6",
"Source6", "Source6", "Source7", "Source7", "Source7", "Source7",
"Source7", "Source7", "Source7", "Source8", "Source8", "Source8",
"Source8", "Source8", "Source8", "Source8", "Source8", "Source8",
"Source8", "Source8", "Source8", "Source9", "Source9", "Source9",
"Source9", "Source9", "Source9", "Source9", "Source9", "Source10",
"Source10", "Source10", "Source10", "Source10", "Source10", "Source10",
"Source10", "Source10")), .Names = c("source", "target", "value",
"group"), row.names = c(NA, -124L), class = "data.frame")), .Names = c("nodes",
"links"))