How to aggregate objects properties?
As others pointed out, there's no built-in JavaScript functions to do that (there are a few high-order functions like map
, but not enough for the task). However, some libraries such as Underscore.js provide many utilities to simplify this kind of task.
var totals = _
.chain(sales) // Wraps up the object in an "underscore object",
// so methods can be chained
// First: "flatten" the sales
.map(function(v) {
return _
.chain(v)
.map(function(v2) {
return v2;
})
.value();
})
.flatten()
// Second: group the sales by region
.groupBy('Region')
// Third: sum the groups and create the object with the totals
.map(function(g, key) {
return {
type: key,
val: _(g).reduce(function(m, x) {
return m + x.Value;
}, 0)
};
})
.value(); // Unwraps the "underscore object" back to a plain JS object
Source: this answer at SOpt
This answer assumes the structure of your data is known - contrary to the other answers, which focus on generalizing the structure. Though the code above can be generalized itself, by removing the hardcoded Region
and Value
and varying the nesting level to something other than two and the aggregation function to something other than sum - as long as the leaves contain both a property you want to group by, and a value you want to aggregate.
function aggregate(object, toGroup, toAggregate, fn, val0) {
function deepFlatten(x) {
if ( x[toGroup] !== undefined ) // Leaf
return x;
return _.chain(x)
.map(function(v) { return deepFlatten(v); })
.flatten()
.value();
}
return _.chain(deepFlatten(object))
.groupBy(toGroup)
.map(function(g, key) {
return {
type: key,
val: _(g).reduce(function(m, x) {
return fn(m, x[toAggregate]);
}, val0 || 0)
};
})
.value();
}
It's called like this:
function add(a,b) { return a + b; }
var totals = aggregate(sales, "Region", "Value", add);
Another example (finds minimum value by region):
function min(a,b) { return a < b ? a : b; }
var mins = aggregate(sales, "Region", "Value", min, 999999);
Here's a function that will sum and group all all the properties in an object (recursively) http://jsfiddle.net/tjX8p/2/ This is almost the same as @MattBurland, except that it's fully generalized, that is, you can use any property as what to group-by or sum.
/**
* @param {object} obj Arbitrarily nested object that must contain the
* given propName and groupPropName at some level
* @param {string} propName The property to be summed up
* @param {string} groupPropName The property to group by
* @param {object} This is used internally for recursion, feel free to pass
* in an object with existing totals, but a default one is provided
* @return {object} An object keyed by by the groupPropName where the value
* is the sum of all properties with the propName for that group
*/
function sumUp(obj, propName, groupPropName, totals) {
var totals = totals || {};
for (var prop in obj) {
if (prop === propName) {
if (!totals[obj[groupPropName]]) {
totals[obj[groupPropName]] = 0
}
totals[obj[groupPropName]] += obj[propName]
} else if (typeof obj[prop] == 'object'){
sumUp(obj[prop], propName, groupPropName, totals);
}
}
return totals;
}
This function will work with the data you posted, or with something like
var sales2 = {
a: {
obs1:{
Sales1:{
Region:"North", Value: 100, OtherValue: 12},
Sales2:{
Region:"South", Value:50, OtherValue: 15}}},
b: {
obs2:{
Sales1:{
Region:"North", Value: 50, OtherValue: 18},
Sales2:{
Region:"South", Value:100, OtherValue: 20}}
}
};
console.log (sumUp(sales2, 'Value', 'Region'));
// Object {North: 150, South: 150}
console.log (sumUp(sales2, 'OtherValue', 'Value'));
// Object {50: 33, 100: 32}
I've stayed away from error checking to keep to code clear.
Are you looking for something like this (updated based on @Barmar's suggestion):
var totals = {};
function ExtractSales(obj) {
if (obj.Region && obj.Value) {
if (totals[obj.Region]) {
totals[obj.Region] += obj.Value;
} else {
totals[obj.Region] = obj.Value;
}
} else {
for (var p in obj) {
ExtractSales(obj[p]);
}
}
}
ExtractSales(sales);
console.log(totals);
http://jsfiddle.net/punF8/3/
What this will do, for a given root object, is walk down it's properties and try and find something with a Region
and a Value
property. If it finds them, it populates an object with your totals.
With this approach, you don't need to know anything about the nesting of objects. The only thing you need to know is that the objects you are looking for have Region
and Value
properties.
This can be optimized further and include some error checking (hasOwnProperty
, undefined
, circular references, etc), but should give you a basic idea.