I want to turn an R data.frame into a JSON object in order to use it for preparing data visualizations with d3.js. I found a lot of questions that asked how to get JSON into R, but very few on how to write data from R to JSON.
A particular problem is that the JSON file needs to be nested by using factors, i.e. columns of the data.frame. I think that writing from nested lists could be a solution, but I already failed to create a nested list from a data.frame :(
I have preprared an example:
this represents my data.frame (called "MyData").
ID Location Station Size Percentage
1 Alpha Zeta Big 0.63
2 Alpha Zeta Medium 0.43
3 Alpha Zeta small 0.47
4 Alpha Yota Big 0.85
5 Alpha Yota Medium 0.19
6 Alpha Yota small 0.89
7 Beta Theta Big 0.09
8 Beta Theta Medium 0.33
9 Beta Theta small 0.79
10 Beta Meta Big 0.89
11 Beta Meta Medium 0.71
12 Beta Meta small 0.59
now, I want to turn it into something like this valid json format, including the children nodes:
{
"name":"MyData",
"children":[
{
"name":"Alpha",
"children":[
{
"name":"Zeta",
"children":[
{
"name":"Big",
"Percentage":0.63
},
{
"name":"Medium",
"Percentage":0.43
},
{
"name":"Small",
"Percentage":0.47
}
]
},
{
"name":"Yota",
"children":[
{
"name":"Big",
"Percentage":0.85
},
{
"name":"Medium",
"Percentage":0.19
},
{
"name":"Small",
"Percentage":0.89
}
]
}
]
},
{
"name":"Zeta",
"children":[
{
"name":"Big",
"Percentage":0.63
},
{
"name":"Medium",
"Percentage":0.43
},
{
"name":"Small",
"Percentage":0.47
}
]
},
{
"name":"Yota",
"children":[
{
"name":"Big",
"Percentage":0.85
},
{
"name":"Medium",
"Percentage":0.19
},
{
"name":"Small",
"Percentage":0.89
}
]
}
]
}
If anyone could help me out I would be very much grateful! thank you
This is a recursive approach which is cleaner:
require(RJSONIO)
makeList<-function(x){
if(ncol(x)>2){
listSplit<-split(x[-1],x[1],drop=T)
lapply(names(listSplit),function(y){list(name=y,children=makeList(listSplit[[y]]))})
}else{
lapply(seq(nrow(x[1])),function(y){list(name=x[,1][y],Percentage=x[,2][y])})
}
}
jsonOut<-toJSON(list(name="MyData",children=makeList(MyData[-1])))
cat(jsonOut)
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