geo-tree

Geo-tree library

Geo-tree library is a tool for working with map objects. The primary use-case is creating a set of map-related objects (i.e. each of them having its latitude, longitude and data), followed with a queries to find objects in given area (exact match / rectangular area / circle area).

The existing code we used for this purpose originally (that was part of (one of the many available) google map directives) was not performant enough (it scanned the whole set of objects sequentially each time), so our goal was to speed the find queries using some clever data structures and algorithms.

After some prototyping and testing, we decided to wrap our GeoTree implementation around red-black binary search trees using z-curve algorithm for converting 2D plane coordinates into scalar index (and using this index as the numeric key in underlaying red-black tree).

This way, the find() operation doesn't need to go through the whole list, but we can eliminate a lot of items for which we know in advance that we don't need to consider them based on provided search criteria.

So when using hundreds or thousands or even more objects in your map application and having performance issues, may find this library very useful.

Installation

In node.js environment, just do the usual:

npm install geo-node --save

Since that moment on, you can use it as:

var GeoTree = require('geo-tree');
var gt = new GeoTree();
// use it as you like

If you want to use it in the browser directly, add a <script> tag with the built library into your html:

<script src="geo-tree.min.js" type="text/javascript"></script>

And then you can use window.GeoTree constructor function that is exported by the library the same way as in node.js:

<script>
  var gt = new GeoTree();
  // use it as you like
</script>

If you need the GeoTree constructor function to be exported under different name, see the build procedure below...

Build procedure

If you want to build the library (that can be used as <script> tag in your HTML code) from the node.js sources, make sure you have grunt client installed along with nmp utility. Then issue:

$ npm install
$ grunt

This will build you the library and its minified version into lib directory.

The symbol, under which the main GeoTree constructor function is exported, is defined in package.json file under export-symbol key. By default, it has GeoTree value, so the constructor is available as window.GeoTree name. If you need the constructor to be available under different name, just edit the export-symbol key in package.json and build the library again.

Tests

The code is unit tested using mocha testing framework together with unit test coverage tool istanbul. All .spec.js files are in test directory.

There are also two more files in test directory:

• benchmark.js: there are some performance related tests, I use them to make sure code updates don't have any negative impacts on performance, and
• test.js: where I test ideas, API, ...

These tests are executed in node.

The unit test coverage reports are generated into test/coverage directory, so when editing / adding new features to the library yourself, make sure tests still pass, or that you actually add unit tests for new functionality as needed.

API

Constructor

The GeoTree constructor function is the only exported object for both node and standalone browser library versions.

So in node, you get access to it as:

var GeoTree = require('geo-tree');

and in browser you use the <script> tag:

<script src="geo-tree.min.js" type="text/javascript"></script>

To create new empty set (tree), do:

var set = new GeoTree();

Insert

To insert geo-related items into the set, use insert() function. Each inserted item must have latitude lat, longitude lng, and associated data data.

Supported ranges:

• lat: -90.0 .. +90.0
• lng: -180.0 .. +180.0
• data: any value

Assume we want to insert:

lat: 48.85886, lng:  2.34706, data: 'Paris, France'
lat: 52.50754, lng: 13.42614, data: 'Berlin, Germany'
lat: 50.05967, lng: 14.46562, data: 'Prague, Czech Republic'

Function insert() can be invoked with single parameter: object

{
  lat: ...,
  lng: ...,
  data: ...
}

So you would invoke it 3 times to insert the above 3 items, inserting one each time, e.g. to insert Paris, you'd do:

set.insert({lat: 48.85886, lng: 2.34706, data: 'Paris, France'});

For bulk insert, you can pass an array of the above mentioned objects, they will be inserted sequentially. So to insert all 3 of them in one insert() invocation, you'd do:

set.insert([
  {lat: 48.85886, lng:  2.34706, data: 'Paris, France'},
  {lat: 52.50754, lng: 13.42614, data: 'Berlin, Germany'},
  {lat: 50.05967, lng: 14.46562, data: 'Prague, Czech Republic'}
]);

Last option is to pass lat, lng and data as 3 arguments to insert(), which will insert one item with associated coordinates and data. E.g. to insert Prague, you'd do:

set.insert(50.05967, 14.46562, 'Prague, Czech Republic');

There is no need to have unique lat, lng pairs when inserting the items.

Find

To find items based on some geographical relation, use find() function. The function returns array of data fields of inserted items.

The order in which you'll get the found items in the resulting array is determined by underlaying red-black tree, so do not expect to see the data fields to be in any specific order.

With no argument, i.e. set.find(), the function returns array of the data field of all the inserted items.

set.find();
// --> ['Prague, Czech Republic', 'Paris, France', 'Berlin, Germany']

Specifying single object argument {lat: ..., lng: ...}, the function returns data fields of items that match the position exactly.

set.find({lat: 48.85886, lng: 2.34706});
// --> ['Paris, France']

You can pass two lat/lng objects to find(), in which case it will return data fields of the items in rectangle defined by the two coordinates (the arguments are treated as two diagonal vertices of a rectangle).

set.find({lat: 45, lng: 0}, {lat: 55, lng: 14});
// --> ['Paris, France', 'Berlin, Germany']

Finally, you can pass one lat/lng object and a float number, these two making up a circle (with provided center and (angle-)radius) in which you search for the items.

set.find({lat: 51, lng: 14}, 2.0);
// --> ['Prague, Czech Republic', 'Berlin, Germany']

Iteration over all items

GeoTree supports forEach method to which you pass a callback that takes single argument. We iterate over all items in the set and invoke provided callback, passing data field of the item.

set.forEach(function(data) { console.log(data); });
/* prints to console:
     Paris, France
     Prague, Czech Republic
     Berlin, Germany
*/

Same as for the find() method: the order passed data items to the callback is determined by underlaying red-black tree structure, so do not expect to see the callbacks invoked in any particular order.

For debugging: dump

For debugging purposes and for the purposes of unit tests, there is dump() method that either prints the internal representation of the current stored set to the console (no argument, or falsey argument passed), or generates a string that describes the the tree (single truthy argument passed).

Development

Soon(-ish), we plan to add suport for:

• remove operation (i.e. removing geo objects from the sets)
• cluster calculation

Change-log

• 0.1.0 (2014-09-04): initial version (insert, find and forEach operations)