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In addition to the real-time game theory task implemented in this directory and discussed in this paper, we have

  1. scaled up the MWERT framework for running a collective behavior experiment with arbitrary numbers of participants.

  2. implemented a Keysar-style director-agent task with a chatbox for players to communicate, and an HTML5 canvas interface in which the agent can drag objects around.

  3. implemented a guessing game experiment in which one player is assigned a goal (e.g. find the whale) and must form a question to ask the other player, who knows where the objects are hidden.

  4. implemented a family of iterated reference game tasks, which factors out shared server functions.

Local demo (from scratch)

Example Experiment Screenshot

  1. Git is a popular version control and source code management system. If you're new to git, you'll need to install the latest version by following the link for Mac or Windows and downloading the first option in the list. On Mac, this will give you a set of command-line tools (restart the terminal if the git command is still not found after installation). On Windows it will give you a shell to type commands into. For Linux users, more information can be found here.

  2. On Mac or Linux, use the Terminal to navigate to the location where you want to create your project, and enter

    git clone

    at the command line to create a local copy of this repository. On Windows, run this command in the shell you installed in the previous step.

  3. Install node and npm (the node package manager) on your machine. Node.js sponsors an official download for all systems. For an advanced installation, there are good instructions here.

  4. Navigate into the repository you created. You should see a file called package.json, which contains the dependencies. To install these dependencies, enter npm install at the command line. This may take a few minutes.

  5. Finally, to run the experiment, enter node app.js at the command line. You should expect to see the following message:

    info  - started
        :: Express :: Listening on port 8000

    This means that you've successfully created a 'server' that can be accessed by copying and pasting


    in one tab of your browser. You should see an avatar in a waiting room. To connect the other player in another tab for test purposes, open a new tab and use this URL with a different id:


    To see the other (staged) version of the experiment, just change "dynamic" to "ballistic" in the URL query string. Also note that if no id is provided, a unique id will be randomly generated.

Putting experiment on web server

To make your experiment accessible over the internet, you'll need to put it in a publicly accessible directory of a web server, and run node app.js from that directory. To link clients to the experiment, replace "localhost" in the links given above with your web server's name. Sample templates are given for 'disconnected' and 'game over' web pages, but you may want to serve up a customized HTML document containing an exit survey or a portal to submit work (if you are using an online labor market like Amazon Mechanical Turk). To do so, you can change the URL in the client_newgame() and client_ondisconnect() functions contained in client.js.

Integrating with MySQL

First, enter your database information (i.e. user, password, and database name) in database.js. Next, set the use_db variable to true at the top of app.js and game.server.js. By default, the code assumes a table called game_participant with fields workerID and bonus_pay, but you can change the queries at the following places in the code to fit your database:

The database is queried at only two points in the provided code. One is in app.js to check whether the id supplied in the query string exists in the database. If it isn't, the player is notified and referred to another site rather than being assigned a unique random id. The other location is the server_newgame() function in game.core.js, where we save each player’s current winnings to the database at the end of each round, just in case someone disconnects and we must pay however much they accumulated.

Code Glossary

The code is divided across several distinct files to make it easier to understand the roles played by different functions. Here are the high-level description of the contents so that you can find the part you need to change for your own application:

  • game.core.js: Contains the game logic and core client-side functions. Creates game, player, and target objects and specifies their properties. This is the primary code that must be changed when specifying a different game logic (e.g. server_update_physics(), server_newgame(), writeData()).
  • app.js: This is the Node.js script that sets everything up to listen for clients on the specified port. It will not need to be changed, except if you want to listen on a different port (default 8000).
  • game.client.js: Runs in a client's browser upon accessing the URL being served by our Node.js app. Creates a client-side game_core object, establishes a connection between the client and the server, and specifies what happens upon starting or joining a game. This needs to be changed if introducing new messsage (i.e. if you want to track a new client-side event), new shared variables, or new details of how games begin.
  • game.server.js: Contains the functions to pair people up into separate 'rooms' (findGame()) and also species how the server acts upon messages passed from clients (onMessage()). This needs to be changed if you want groups of more than two people, or if you're adding new events to the pipeline.
  • drawing.js: Contains the HTML5 code to render graphics. Only needs to be changed if you desire a different graphical representation.
  • index.html, index.css: Define background of page and runs necessary client-side scripts. Do not need to be changed.
  • disconnected.html, game_over.html: Template pages to demonstrate how to refer a player out of the game upon some event. Should be replaced by pages specific to your purpose (e.g. an exit survey, a debriefing, or a link to submit the HIT on Mechanical Turk).


A JavaScript framework for running Multi-player Web Experiments in Real Time







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