Reputation: 151
I have some MongoDb document's(representing orders) and their schema looks roughly like that:
{
id: ObjectID
exchange_order_products: Array
}
The exchange_order_products array is empty if the customer didn't exchange any items he ordered, or if they did, the array will contain an Object for each item exchanged.
I want to get the percent of orders in which the customer didn't exchange anything, e.g. exchange_order_products array is empty.
So basically the formula is the following: (Number Of Orders With At Least One Exchange * 100) / Number of Orders With No Exchanges
I know that I can count the number of orders where the exchange_order_products array is empty like that:
[{$match: {
exchange_order_products: {$exists: true, $size: 0}
}}, {$count: 'count'}]
But how do I simultaneously get the number of all the documents in my collection?
Upvotes: 1
Views: 407
Reputation: 49975
You can use $group and $sum along with $cond to count empty and non-empty ones separately. Then you need $multiply and $divide to calculate the percentage:
db.collection.aggregate([
{
$group: {
_id: null,
empty: { $sum: { $cond: [ { $eq: [ { $size: "$exchange_order_products" }, 0 ] }, 1, 0 ] } },
nonEmpty: { $sum: { $cond: [ { $eq: [ { $size: "$exchange_order_products" }, 0 ] }, 0, 1 ] } },
}
},
{
$project: {
percent: {
$multiply: [
100, { $divide: [ "$nonEmpty", "$empty" ] }
]
}
}
}
])
Upvotes: 1