I have data in JSON format:
data = {"outfit":{"shirt":"red,"pants":{"jeans":"blue","trousers":"khaki"}}}
I'm attempting to plot this data into a decision tree using InfoVis, because it looks pretty and interactive. The problem is that their graph takes JSON data in this format:
data = {id:"nodeOutfit",
name:"outfit",
data:{},
children:[{
id:"nodeShirt",
name:"shirt",
data:{},
children:[{
id:"nodeRed",
name:"red",
data:{},
children:[]
}],
}, {
id:"nodePants",
name:"pants",
data:{},
children:[{
id:"nodeJeans",
name:"jeans",
data:{},
children:[{
id:"nodeBlue",
name:"blue",
data:{},
children[]
},{
id:"nodeTrousers",
name:"trousers",
data:{},
children:[{
id:"nodeKhaki",
name:"khaki",
data:{},
children:[]
}
}
Note the addition of 'id', 'data' and 'children' to every key and value and calling every key and value 'name'. I feel like I have to write a recursive function to add these extra values. Is there an easy way to do this?
Here's what I want to do but I'm not sure if it's the right way. Loop through all the keys and values and replace them with the appropriate:
for name, list in data.iteritems():
for dict in list:
for key, value in dict.items():
#Need something here which changes the value for each key and values
#Not sure about the syntax to change "outfit" to name:"outfit" as well as
#adding id:"nodeOutfit", data:{}, and 'children' before the value
Let me know if I'm way off.
Here is their example http://philogb.github.com/jit/static/v20/Jit/Examples/Spacetree/example1.html
And here's the data http://philogb.github.com/jit/static/v20/Jit/Examples/Spacetree/example1.code.html
A simple recursive solution:
data = {"outfit":{"shirt":"red","pants":{"jeans":"blue","trousers":"khaki"}}}
import json
from collections import OrderedDict
def node(name, children):
n = OrderedDict()
n['id'] = 'node' + name.capitalize()
n['name'] = name
n['data'] = {}
n['children'] = children
return n
def convert(d):
if type(d) == dict:
return [node(k, convert(v)) for k, v in d.items()]
else:
return [node(d, [])]
print(json.dumps(convert(data), indent=True))
note that convert
returns a list
, not a dict
, as data
could also have more then one key then just 'outfit'
.
output:
[ { "id": "nodeOutfit", "name": "outfit", "data": {}, "children": [ { "id": "nodeShirt", "name": "shirt", "data": {}, "children": [ { "id": "nodeRed", "name": "red", "data": {}, "children": [] } ] }, { "id": "nodePants", "name": "pants", "data": {}, "children": [ { "id": "nodeJeans", "name": "jeans", "data": {}, "children": [ { "id": "nodeBlue", "name": "blue", "data": {}, "children": [] } ] }, { "id": "nodeTrousers", "name": "trousers", "data": {}, "children": [ { "id": "nodeKhaki", "name": "khaki", "data": {}, "children": [] } ] } ] } ] } ]