Determine the position of a document within a collection by sorting it

As a newcomer to MongoDB and Mongoose, I am working with a collection of highscores containing documents structured like this:

{id: 123, user: 'User14', score: 101}
{id: 231, user: 'User10', score: 400}
{id: 412, user: 'User90', score: 244}
{id: 111, user: 'User12', score: 310}
{id: 221, user: 'User88', score: 900}
{id: 521, user: 'User13', score: 103}

+ numerous others...

Currently, I am able to retrieve the top 5 players using the following query:

highscores
    .find()
    .sort({'score': -1})
    .limit(5)
    .exec(function(err, users) { ...code... });

While this is useful, I am also interested in querying the position of a specific player, such as user12, within the highscore list.

Is there a way to achieve this through a query?

Answer №1

If real-time placement isn't necessary, Neil Lunn's solution works well. However, if your app constantly updates data in this collection, determining the placement for new data becomes a challenge.

Consider this alternative approach:

Start by adding an index to the score field within the collection. Then execute the query

db.highscores.count({score:{$gt: user's score})
. This query will calculate the number of documents with a score greater than the target value, providing the placement information.

Answer №2

If you want to achieve this task using mapReduce, you'll need to ensure that there is an index on the sorted field. In case you haven't done this yet, here's how:

db.highscores.ensureIndex({ "score": -1 })

After setting up the index, you can execute the following code:

db.highscores.mapReduce(
    function() {
        emit( null, this.user );
    },
    function(key,values) {
        return values.indexOf("User12") + 1;
    },
    {
        "sort": { "score": -1 },
        "out": { "inline": 1 }
    }
)

You can customize the above code to suit your specific needs beyond just retrieving the "ranking" position. However, keep in mind that consolidating everything into a large sorted array may not be optimal for performance with larger datasets.

An alternative approach is to maintain a separate "rankings" collection, which can be updated periodically using mapReduce without reducing:

db.highscores.mapReduce(
    function() {
        ranking++;
        emit( ranking, this );
    },
    function() {},
    {
        "sort": { "score": -1 },
        "scope": { "ranking": 0 },
        "out": {
            "replace": "rankings"
        }
    }
)

Subsequently, you can query the "rankings" collection to access the desired information:

db.rankings.find({ "value.user": "User12 })

This will include the ranking as indicated by the _id field within the "rankings" collection.

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