Sequelize geospatial query: find “n” closest points to a location

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旧时难觅i
旧时难觅i 2020-12-16 18:13

Using Sequelize and geospatial queries, if I want to find the \"n\" closest points to a certain location, how should the Sequelize query be?

Assume I have a model th

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  • 2020-12-16 18:33

    When you surround sequelize.fn with brackets, you must also include a string as an alias:

    [sequelize.fn('ST_Distance_Sphere', sequelize.literal('geolocation'), location), 'ALIASNAME']
    

    Also, try changing ST_Distance to ST_Distance_Sphere. So:

        const location = sequelize.literal(`ST_GeomFromText('POINT(${lng} ${lat})', 4326)`);
    
        User.findAll({
          attributes: [[sequelize.fn('ST_Distance_Sphere', sequelize.literal('geolocation'), location),'distance']],
          order: 'distance',
          limit: 10,
          logging: console.log
        })
        .then(function(instance){
          console.log(instance);
        })
    

    This is actually working for me. obs: be sure you substitute 'User' with the model in which you have the geometry data type.

    Update: If you still can't order using order: 'distance', maybe you should declare it in a var and use order: distance without quotes, like this:

        var lat = parseFloat(json.lat);
        var lng = parseFloat(json.lng);
        var attributes = Object.keys(User.attributes);
    
        var location = sequelize.literal(`ST_GeomFromText('POINT(${lng} ${lat})')`);
        var distance = sequelize.fn('ST_Distance_Sphere', sequelize.literal('geolocation'), location);
        attributes.push([distance,'distance']);
    
        var query = {
          attributes: attributes,
          order: distance,
          include: {model: Address, as: 'address'},
          where: sequelize.where(distance, {$lte: maxDistance}),
          logging: console.log
        }
    

    Update on distance accuracy:

    The solution mentioned by sarikaya does seem to be more accurate. Here is how to do it using postgres:

    var distance = sequelize.literal("6371 * acos(cos(radians("+lat+")) * cos(radians(ST_X(location))) * cos(radians("+lng+") - radians(ST_Y(location))) + sin(radians("+lat+")) * sin(radians(ST_X(location))))");
    
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  • 2020-12-16 18:50

    MySQL can give an error that function ST_Distance_Sphere does not exist. In that case you can use this alternative solution:

    I hold point information separately as latitude and longitude decimals. Assume you should have a model that looks something like this:

    sequelize.define('Point', {latitude: DataTypes.DECIMAL(11,2)},
                              {longitude: DataTypes.DECIMAL(11,2)});
    

    Imagine we have a lat and lng variables to define a location, and we want to find the 10 closest points to it:

    db.Point.findAll({
      attributes: [[sequelize.fn('POW',sequelize.fn('ABS',sequelize.literal("latitude-"+lat)),2),'x1'],
                   [sequelize.fn('POW',sequelize.fn('ABS',sequelize.literal("longitude-"+lng)),2),'x2']], 
      order: sequelize.fn('SQRT', sequelize.literal('x1+x2')),
      limit: 10
    });
    

    Update:

    With Haversine Formula, distance is more accurate:

    db.Point.findAll({
      attributes: [[sequelize.literal("6371 * acos(cos(radians("+lat+")) * cos(radians(latitude)) * cos(radians("+lng+") - radians(longitude)) + sin(radians("+lat+")) * sin(radians(latitude)))"),'distance']],
      order: sequelize.col('distance'),
      limit: 10
    });
    
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  • 2020-12-16 18:51

    Building off @Edudjr's answer, this is what I did to get it to work in my project:

    const location = sequelize.literal(`ST_GeomFromText('POINT(${ startLongitude } ${  startLatitude })')`)
    const distance = sequelize.fn('ST_Distance_Sphere', sequelize.col('location'), location)
    
    const inRadius = await Position.findAll({
        order: distance,
        where: sequelize.where(distance, { $lte: radius }),
        logging: console.log
    })
    

    where Position is defined as:

    sequelize.define('Position', {
        location: DataTypes.GEOMETRY('POINT')
    })
    

    Note that Point requires the coordinates in the format of (longitude latitude)

    https://gis.stackexchange.com/questions/209008/incorrect-arguments-to-st-distance-sphere-in-special-cases

    https://dba.stackexchange.com/questions/33410/whats-the-difference-between-pointx-y-and-geomfromtextpointx-y

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