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hadley / mturkr

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Tools to make MTurk tasks easy to run from R

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mturkr package

The mturkr package makes it easy to construct Amazon Mechanical Turk (MTurk) human interface tasks (HITs). It makes it easy to create templated questions, submit to amazon, monitor, review and aggregate answers.

It echoes the design of Amazon's command line tools, but mapping components of the API to data structures and file formats that R developers and more familiar with.

Important terms:

  • HIT: a single question
  • HIT Type or Task: a group of questions of the same form
  • Assignment: one question assigned to a person

Key functions

  • init_task - initialises a task directory with basic directory structure

  • publish_task - combines questions.xml and template.csv to and publishes all HITs

  • view_task - opens web browser pointing to one of your HITs

  • review_task - downloads assignments needing review, and approves/rejects according to value of status column

  • unpublish_task - removes all published HITs (in case you've made a mistake or were just testing)

Other useful functions include:

  • get_balance to see how much money you have left.

Note that all these functions take a directory as their first argument (if you omit the directory it will use the last directory mturkr saw, so you can save some typing).

By default all work is done in the sandbox. When you are ready to publish your questions to real workers, set Host: production in your DESCRIPTION file.

Design principles

A task is represented as a set of files in a directory (see below for details).

All functions are robust to broken connections and errors, and are hence idempotent (if a function has no errors, running it again will do nothing). If successful, each request appends a row to a csv file, otherwise stop()s on failure.

All functions have quiet option. If FALSE (the default), are pretty wordy - describing each HTTP request.

All tasks work in the sandbox until you specifically indicate otherwise.

File structure

Each task lives in its own directory with files:

User created:

  • DESCRIPTION: task metadata, dcf format. Uses mustache template.
  • questions.xml: xml file for question. Uses mustache template.
  • quals-*/: qualifications. See below for details.
  • template.csv: template data. Each column becomes mustache key.

mturkr created:

  • hit-review.csv: assignments needing review
  • hit-results.csv: answers from approved assignments

Useful amazon references

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