Compact System

  • Subscribe to our RSS feed.
  • Twitter
  • StumbleUpon
  • Reddit
  • Facebook
  • Digg

Monday, 28 February 2011

Slicing and dicing data for interactive visualization

Posted on 13:30 by Unknown
Posted by Benjamin Yolken, Google Public Data Product Manager

A year ago, we introduced the Google Public Data Explorer, a tool that allows users to interactively explore public-interest datasets from a variety of influential sources like the World Bank, IMF, Eurostat, and the US Census Bureau. Today, users can visualize over 300 metrics across 31 datasets, including everything from labor productivity (OECD) to Internet speed (Ookla) to gender balance in parliaments (UNECE) to government debt levels (IMF) to population density by municipality (Statistics Catalonia), with more data being added every week.

Last week, as part of the launch of our dataset upload interface, we released one of the key pieces of technology behind the product: the Dataset Publishing Language (DSPL). We created this format to address a key problem in the Public Data Explorer and other, similar tools, namely, that existing data formats don’t provide enough information to support easy yet powerful data exploration by non-technical users.

DSPL addresses this by adding an additional layer of metadata on top of the raw, tabular data in a dataset. This metadata, expressed in XML, describes the concepts in the dataset, for instance “country”, “gender”, “population”, and “unemployment”, giving descriptions, URLs, formatting properties, etc. for each. These concepts are then referenced in slices, which partition the former into dimensions (i.e., categories) and metrics (i.e., quantitative values) and link them with the underlying data tables (provided in CSV format). This structure, along with some additional metadata, is what allows us to provide rich, interactive dataset visualizations in the Public Data Explorer.

With the release of DSPL, we hope to accelerate the process of making the world’s datasets searchable, visualizable, and understandable, without requiring a PhD in statistics. We encourage you to read more about the format and try it yourself, both in the Public Data Explorer and in your own software. Stay tuned for more DSPL extensions and applications in the future!
Email ThisBlogThis!Share to XShare to Facebook
Posted in datasets, Public Data Explorer | No comments
Newer Post Older Post Home

0 comments:

Post a Comment

Subscribe to: Post Comments (Atom)

Popular Posts

  • CDC Birth Vital Statistics in BigQuery
    Posted by Dan Vanderkam, Software Engineer Google’s BigQuery Service lets enterprises and developers crunch large-scale data sets quickly...
  • Our Unique Approach to Research
    Posted by  Alfred Spector , Vice President of Research and Special Initiatives Google started as a research project —and research has remain...
  • Google, the World Wide Web and WWW conference: years of progress, prosperity and innovation
    Posted by Prabhakar Raghavan, Vice President of Engineering More than forty members of Google’s technical staff gathered in Lyon, France i...
  • Partnering with Tsinghua University to support education in Western China
    Posted by Aimin Zhu, China University Relations We’re excited to announce that we’ve teamed up with Tsinghua University to provide educatio...
  • Our Faculty Institute brings faculty back to the drawing board
    Posted by Nina Kim Schultz, Google Education Research Cross-posted with the Official Google Blog School may still be out for summer, but tea...
  • Site Reliability Engineers: “solving the most interesting problems”
    Posted by Chris Reid, Sydney Staffing team I recently sat down with Ben Appleton, a Senior Staff Software Engineer, to talk about his recent...
  • More Google Cluster Data
    Posted by John Wilkes, Principal Software Engineer Google has a strong interest in promoting high quality systems research, and we believe t...
  • Impact of Organic Ranking on Ad Click Incrementality
    Posted by David Chan, Statistician and Lizzy Van Alstine, Research Evangelist  In 2011, Google released a Search Ads Pause research study w...
  • Market Algorithms and Optimization Meeting
    Posted by  Vahab S. Mirrokni and Muthu Muthukrishnan Google auctions ads, and enables a market with millions of advertisers and users.  This...
  • Released Data Set: Features Extracted From YouTube Videos for Multiview Learning
    Posted by Omid Madani, Senior Software Engineer “If it looks like a duck, swims like a duck, and quacks like a duck, then it probably is a ...

Categories

  • accessibility
  • ACL
  • ACM
  • Acoustic Modeling
  • ads
  • adsense
  • adwords
  • Africa
  • Android
  • API
  • App Engine
  • App Inventor
  • Audio
  • Awards
  • Cantonese
  • China
  • Computer Science
  • conference
  • conferences
  • correlate
  • crowd-sourcing
  • CVPR
  • datasets
  • Deep Learning
  • distributed systems
  • Earth Engine
  • economics
  • Education
  • Electronic Commerce and Algorithms
  • EMEA
  • EMNLP
  • entities
  • Exacycle
  • Faculty Institute
  • Faculty Summit
  • Fusion Tables
  • gamification
  • Google Books
  • Google+
  • Government
  • grants
  • HCI
  • Image Annotation
  • Information Retrieval
  • internationalization
  • Interspeech
  • jsm
  • jsm2011
  • K-12
  • Korean
  • Labs
  • localization
  • Machine Hearing
  • Machine Learning
  • Machine Translation
  • MapReduce
  • market algorithms
  • Market Research
  • ML
  • MOOC
  • NAACL
  • Natural Language Processing
  • Networks
  • Ngram
  • NIPS
  • NLP
  • open source
  • operating systems
  • osdi
  • osdi10
  • patents
  • ph.d. fellowship
  • PiLab
  • Policy
  • Public Data Explorer
  • publication
  • Publications
  • renewable energy
  • Research Awards
  • resource optimization
  • Search
  • search ads
  • Security and Privacy
  • SIGMOD
  • Site Reliability Engineering
  • Speech
  • statistics
  • Structured Data
  • Systems
  • Translate
  • trends
  • TV
  • UI
  • University Relations
  • UNIX
  • User Experience
  • video
  • Vision Research
  • Visiting Faculty
  • Visualization
  • Voice Search
  • Wiki
  • wikipedia
  • WWW
  • YouTube

Blog Archive

  • ►  2013 (51)
    • ►  December (3)
    • ►  November (9)
    • ►  October (2)
    • ►  September (5)
    • ►  August (2)
    • ►  July (6)
    • ►  June (7)
    • ►  May (5)
    • ►  April (3)
    • ►  March (4)
    • ►  February (4)
    • ►  January (1)
  • ►  2012 (59)
    • ►  December (4)
    • ►  October (4)
    • ►  September (3)
    • ►  August (9)
    • ►  July (9)
    • ►  June (7)
    • ►  May (7)
    • ►  April (2)
    • ►  March (7)
    • ►  February (3)
    • ►  January (4)
  • ▼  2011 (51)
    • ►  December (5)
    • ►  November (2)
    • ►  September (3)
    • ►  August (4)
    • ►  July (9)
    • ►  June (6)
    • ►  May (4)
    • ►  April (4)
    • ►  March (5)
    • ▼  February (5)
      • Slicing and dicing data for interactive visualization
      • Where does my data live?
      • A Runtime Solution for Online Contention Detection...
      • Congratulations to Ken Thompson
      • Query Language Modeling for Voice Search
    • ►  January (4)
  • ►  2010 (44)
    • ►  December (7)
    • ►  November (2)
    • ►  October (9)
    • ►  September (7)
    • ►  August (2)
    • ►  July (7)
    • ►  June (3)
    • ►  May (2)
    • ►  April (1)
    • ►  March (1)
    • ►  February (1)
    • ►  January (2)
  • ►  2009 (44)
    • ►  December (8)
    • ►  November (4)
    • ►  August (4)
    • ►  July (5)
    • ►  June (5)
    • ►  May (4)
    • ►  April (6)
    • ►  March (3)
    • ►  February (1)
    • ►  January (4)
  • ►  2008 (11)
    • ►  December (1)
    • ►  November (1)
    • ►  October (1)
    • ►  September (1)
    • ►  July (1)
    • ►  May (3)
    • ►  April (1)
    • ►  March (1)
    • ►  February (1)
  • ►  2007 (9)
    • ►  October (1)
    • ►  September (2)
    • ►  August (1)
    • ►  July (1)
    • ►  June (2)
    • ►  February (2)
  • ►  2006 (15)
    • ►  December (1)
    • ►  November (1)
    • ►  September (1)
    • ►  August (1)
    • ►  July (1)
    • ►  June (2)
    • ►  April (3)
    • ►  March (4)
    • ►  February (1)
Powered by Blogger.

About Me

Unknown
View my complete profile