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Visualizing eComm and the Augmented Reality Conference 2010 with Stacked Graphs

Note: This is a content preview of a full resolution PDF report that will be made available on the site next week.

A stacked graph method is one way of displaying buzz around speakers and topics at conferences. I’ve been tracking conferences with stream/stacked graphs for the last two years.

In a way, the stacked graph is a more organic version of a bar graph, because it can be used to show an increase and decrease in volumes of conversation around a subject.

eComm Emerging Communications Conference - Augmented Reality Conference

What is This?

This is a stacked graph displaying Tweets associated with the #eComm and #arconf hashtags during the three days of San Francisco’s Emerging Communications Conference and the Augmented Reality Conference from 4/19/10-4/21/10.

The interesting part about visualizing data in this way is that it shows that there is an inherent difference between what a speaker says and what an audience “hears”. Hearing, in this case, is defined by how a speaker’s name, company, and words are picked up by microbloggers and re-tweeted online.

After looking at the full graph of the conference over three days, @anthropunk commented that while the streamgraph for #arconf was significantly larger than those for the other days, it did not necessarily mean that the first two days of the conference were not interesting, but that there were simply more people tweeting during the last day of the conference.

History

Until recently, I used a Java applet that only queried the last 1000 tweets associated with a word. A month ago, stacked graph creator Lee Byron, released his source code, allowing Nathan Bergey to build an open source version of the Neoformix Twitter Stream Graph. Aaron Parecki was whitelisted on the Twitter API, and their combined capabilities allowed for a greater level of data visualization to occur.

Now we all have an excellent way to visualize Tweets associated with conference hashtags. This method of data visualization is an improvement on a the process I used to visualize the Internet Strategy Forum Summit 2009 and the Internet Strategy Forum 2008.

This project was originally inspired by the Neoformix Twitter Stream graph. It was a clunky, limited machine programmed in Java. After several requests for the source code, we were forced to make our own. The result is a much better, lighter, and faster loading system that has a linear time scale. Nathan Bergey was the force behind this. He created a Python Stream Graph Library that Aaron Parecki was able to use to make the graphs.

Stream Graphs and Wordle Clouds

A stacked graph shows the same data as a Wordle graph, but adds an axis of time.

The conference visualization is split up into sections according to time. Each day and time period has two graphs associated with it. One is the stacked graph, and the other is a Wordle graph. The stacked graph shows time and volume, while the Worlde simply shows volume.

Monday, April 19th, 2010

eComm Stacked Graph Entire Day 4/19/2010

eComm Stacked Graph Entire Day 4/19/2010

Morning

eComm Stacked Graph Morning 4/19/10

eComm Wordle Graph Morning 4/19/10

8:45:00 AM

Introduction

Hello and Welcome (Replacement)

Doc Searls, Harvard University/UC Santa Barbara

8:45:00 – 9:00:00 AM, Salon E

9:00:00 AM
Keynote
The Future of P2P
Eric Klinker, Bit Torrent

9:00:00 – 9:22:30 AM, Salon E

9:22:30 AM
Keynote
Communications Heading Into The Cloud
Craig Walker, Google

9:22:30 – 9:45:00 AM, Salon E

9:45:00 AM

Keynote

The National Broadband Plan and the Future of the Internet

Carlos Kirjner, Federal Communications Commission (FCC)

9:45:00 – 10:07:30 AM, Salon E

10:07:30 AM

Keynote

The Rise of the Open Network: Or How I was David Isenberged into Submission

JP Rangaswami, British Telecom/Ribbit

10:07:30 – 10:30:00 AM, Salon E

10:30:00 AM

Break

Morning Break

11:15:00 AM

Keynote

Social Sharing 2.0: The Rise of Real-Time

Jonathan Rosenberg, Skype

11:15:00 – 11:35:00 AM, Salon E

11:35:00 AM

Keynote

Identity for Global Communication

Cullen Jennings, Cisco

11:35:00 – 11:55:00 AM, Salon E

11:55:00 AM

An Anthropologist’s Eye for the Tech Guy: Emerging Market Opportunities in a Post-BRIC World

Dawn Nafus, Intel

11:55:00 – 12:10:00 PM, Salon E

12:10:00 PM

Launch

Ringio Launch

Michael Zirngibl, Ringio

12:10:00 – 12:17:30 PM, Salon E

12:17:30 PM

Launch

CounterPath Launch

Donovan Jones, CounterPath

12:17:30 – 12:25:00 PM, Salon E

12:25:00 PM

Launch

(Canceled Due To Volcanic Ash) Telio Launch

Alan Duric, Telio

12:25:00 – 12:32:30 PM, Salon E

12:30:00 PM

Break

Social Networking Lunch


Afternoon

eComm Stacked Graph Afternoon 4/19/2010

eComm Stacked Graph Afternoon 4/19/2010

2:00:00 PM


The Future of Mobile Networks: Offloading Congested Mobile Networks with a Software-Only Approach

Elad Barkan, Bzeek

2:00:00 – 2:10:00 PM, Salon E

2:10:00 PM

How Open Data and the Gov 2.0 Movement are Changing Communications With Government

Mark Headd, Tele-Works, Inc.

2:10:00 – 2:20:00 PM, Salon E

2:20:00 PM

Keynote

What Can Cities be Like When Everything Talks

Assaf Biderman, MIT

2:20:00 – 2:40:00 PM, Salon E

2:40:00 PM

Lightning Talk

With 500 Ways to Communicate, Why Should a Customer Choose Your New Offering?

Jared Goralnick, AwayFind

2:40:00 – 2:45:00 PM, Salon E

2:45:00 PM

Orbiting Data Centers for Global Connectivity

Keith Lofstrom, Server Sky

2:45:00 – 3:00:00 PM, Salon E

3:00:00 PM

Your Reality is Augmented

Benjamin Joffe, +8*

3:00:00 – 3:15:00 PM, Salon E

3:15:00 PM

Break

Afternoon Break


Evening

eComm Stacked Graph Evening 4/19/2010

eComm Stacked Graph Evening 4/19/2010

4:00:00 PM

Keynote

Making Music with the World on the iPad and iPhone

Ge Wang, Smule/Stanford

4:00:00 – 4:30:00 PM, Salon E

4:30:00 PM

Mobile Video Communication – iPhone & Android Lead the Way

Jan Linden, Global IP Solutions

4:30:00 – 4:45:00 PM, Salon E

4:45:00 PM

Recombinant Communications Manifesto: Piecing Together the Disaggregated Infrastructure

Dan Miller, Opus Research

4:45:00 – 5:00:00 PM, Salon E

5:00:00 PM

Disruption and Death: Telephony, Open Platform and Network APIs

Oren Michels, Mashery

5:00:00 – 5:15:00 PM, Salon E

5:15:00 PM

Evolution of Mobile Applications: Role of WebKit and High-End Browsers

Benoit Schillings, Myriad Group AG

5:15:00 – 5:30:00 PM, Salon E

5:30:00 PM

Designing For The Future

Julia Tsao, yU+co/Fair Enough
5:30:00 – 5:40:00 PM, Salon E
5:40:00 PM

STATUS: Bringing User Presence To The Voice World

Zhao Lu, Orange Labs

5:40:00 – 5:50:00 PM, Salon E

5:50:00 PM

Keynote

(Moved to Tuesday 10:00-10:15, Due To Volcanic Ash) Cloud Communications and How to Destroy a $700bn Industry for Fun and Profit

Martin Geddes, Independent

5:50:00 – 6:05:00 PM, Salon E

5:50:00 PM

Beyond Voice – Designing an Open Communications Platform (Moved Into Slot, Due To Volcanic Ash)

Jose de Castro, Voxeo

5:50:00 – 6:05:00 PM, Salon E

6:05:00 PM

Keynote

Macro Trends and Predictions in Mobile Broadband (Calling In Due To Volcanic Ash)

Moray Rumney, Agilent

6:05:00 – 6:25:00 PM, Salon E

Tuesday, April 20th, 2010

eComm Stacked Graph Entire Day 4/20/2010

eComm Wordle Graph Entire Day 4/20/2010

Morning

eComm Stacked Graph Morning 4/20/2010

eComm Stacked Graph Morning 4/20/2010

8:45:00 AM

Introduction

Introductions (Replacement)

Benoit Schillings, Myriad Group AG

8:45:00 – 9:00:00 AM, Salon E

9:00:00 AM

Keynote

Infrastructure Shift: The Long-Term Challenge of Change

John Hagel, LLP Center for the Edge

9:00:00 – 9:30:00 AM, Salon E

9:30:00 AM

(Canceled Due To Volcanic Ash) Beyond Squeezing Lemons: The Future of Collaborative Business Models

Anders Sundelin, CIP

9:30:00 – 9:45:00 AM, Salon E

9:30:00 AM

Managing Growth and Profits in the Yottabyte Era (Replacement)

Chetan Sharma, Chetan Sharma Consulting

9:30:00 – 9:45:00 AM, Salon E

9:45:00 AM

Customer Experience in the Call Center: Can the Leaks in the Pipeline be Fixed?

Shai Berger, F?nolo

9:45:00 – 10:00:00 AM, Salon E

10:00:00 AM

(Moved to Monday 17:50-18:05, Due To Volcanic Ash) Beyond Voice – Designing an Open Communications Platform

Jose de Castro, Voxeo

10:00:00 – 10:15:00 AM, Salon E

10:00:00 AM

Cloud Communications and How to Destroy a $700bn Industry for Fun and Profit (Moved Into Slot, Due To Volcanic Ash)

Martin Geddes, Independent

10:00:00 – 10:15:00 AM, Salon E

10:15:00 AM

Break

Morning Break

11:00:00 AM

Yesterday’s Wire for Tomorrow’s Apps?

Brian Harris, New Mexico Attorney General

11:00:00 – 11:15:00 AM, Salon E

11:15:00 AM

Internet Gone Mobile

Richard Bennett, ITIF

11:15:00 – 11:30:00 AM, Salon E

11:30:00 AM

(Canceled Due To Volcanic Ash) Ubiquitous Collaboration: The Next Wave of Productivity?

Joe Burton, Cisco

11:30:00 – 11:45:00 AM, Salon E

11:30:00 AM

Teleku :: Cloud Communications (Replacement)

Chris Matthieu, GetVocal

11:30:00 – 11:45:00 AM, Salon E

11:45:00 AM

Keynote

(Canceled Due To Volcanic Ash) Our National Broadband Plan: The End of the Beginning?

Richard Whitt, Google

11:45:00 – 12:05:00 PM, Salon E

11:45:00 AM

Yeah I’m Stuck Too (Replacement)

Patrick Murphy, VoiceSage

11:45:00 – 12:00:00 PM, Salon E

12:00:00 PM

Panel

US National Broadband Plan – Moderator Introduction

Brough Turner, Ashtonbrooke

12:00:00 – 12:07:00 PM, Salon E

12:07:00 PM

Panel

US National Broadband Plan – Paul Brigner Introduction

Paul Brigner, Verizon

12:07:00 – 12:09:00 PM, Salon E

12:09:00 PM

Panel

US National Broadband Plan – Susan Estrada Introduction

Susan Estrada, FirstMile.US

12:09:00 – 12:11:00 PM, Salon E

12:11:00 PM

Panel

US National Broadband Plan – Tracy Rosenberg Introduction

Tracy Rosenberg, Media Alliance

12:11:00 – 12:13:00 PM, Salon E

12:13:00 PM

Panel

US National Broadband Plan – Richard Bennett Introduction

Richard Bennett, ITIF

12:13:00 – 12:15:00 PM, Salon E

12:15:00 PM

Panel

US National Broadband Plan

Brough Turner, Ashtonbrooke

12:15:00 – 12:35:00 PM, Salon E

12:30:00 PM

Break

Social Networking Lunch


Afternoon

eComm Stacked Graph Afternoon 4/20/2010

eComm Wordle Graph Afternoon 4/20/2010

2:00:00 PM

Panel

Walk-On Panel

You!

2:00:00 – 2:30:00 PM, Salon E

2:30:00 PM

Participatory Sensing

Deborah Estrin, UCLA Computer Science Department

2:30:00 – 2:45:00 PM, Salon E

2:45:00 PM

Mapping Mobile Social Networks with NodeXL: Finding Key Users, Groups, and Locations

Marc A Smith, ConnectedAction

2:45:00 – 3:00:00 PM, Salon E

3:00:00 PM

The 6th Sense Accelerator: When Mobile Meets Intuition

Barak Hachamov, My6sense

3:00:00 – 3:15:00 PM, Salon E

3:15:00 PM

Break

Afternoon Break


Evening

eComm Stacked Graph Evening 4/20/2010

eComm Stacked Graph Evening 4/20/2010

4:00:00 PM

Bring Your Own Wireless: How Smart Mobile Phones are Revolutionizing Wireline Customers

Piers Finlayson, Metaswitch

4:00:00 – 4:15:00 PM, Salon E

4:15:00 PM

Everything You Think You Know About High Performance Military Communications is Wrong

Tom Katis, RebelVox

4:15:00 – 4:30:00 PM, Salon E

4:30:00 PM

Keynote

Smart People, Dumb Objects, Networked Environments

Usman Haque, Pachube/Connected Environments

4:30:00 – 4:50:00 PM, Salon E

4:50:00 PM

From Distraction to Real Life, Humanizing our Mobile Future

Kristian Simsarian, IDEO

4:50:00 – 5:00:00 PM, Salon E

5:00:00 PM

A Glimpse Into the Future if XMPP and Wave are Successful

Jason Kolb, Cisco

5:00:00 – 5:15:00 PM, Salon E

5:15:00 PM

A Telephone System for the Next Three Billion

David A. Burgess, Kestrel Signal Processing

5:15:00 – 5:30:00 PM, Salon E

5:30:00 PM

Demo

Towards Painless, Free, Open Phone Data

Troy Davis, Cloudvox

5:30:00 – 5:40:00 PM, Salon E

5:40:00 PM

Awards

Mobile Application Awards – Introduction

Mike Rowehl, Mobile Monday Silicon Valley

5:40:00 – 5:42:00 PM, Salon E

5:42:00 PM

Awards

Mobile Application Awards – CrowdScanner

Adrian Avendano, Meetforeal & CrowdScanner

5:42:00 – 5:45:00 PM, Salon E

5:45:00 PM

Awards

Mobile Application Awards – Aloqa

Sanjeev Agrawal, Aloqa

5:45:00 – 5:48:00 PM, Salon E

5:48:00 PM

Awards

Mobile Application Awards – My6sense

Barak Hachamov, My6sense

5:48:00 – 5:51:00 PM, Salon E

5:51:00 PM

Awards

Mobile Application Awards – Waze

Di-Ann Eisnor, Waze

5:51:00 – 5:54:00 PM, Salon E

5:54:00 PM

Awards

Mobile Application Awards – Trippo VoiceMagix

Kimmo Sainio, Cellictica

5:54:00 – 5:57:00 PM, Salon E

5:57:00 PM

The Information in Everything: The Augmented Future of Communications

Adam Broitman, Circ.us

5:57:00 – 6:12:00 PM, Salon E

6:12:00 PM

Lightning Talk

Walk and Talk: Augmenting Conversation

Phil Wolff, Reef9 Media

6:12:00 – 6:17:00 PM, Salon E

6:20:00 PM

Event

Free Drinks Social Networking


Wednesday, April 21th, 2010

eComm Stacked Graph Entire Day 4/19/10

eComm Wordle Graph Entire Day 4/19/10

Morning

eComm Stream Graph Morning 4/19/10

eComm Wordle Graph Morning 4/19/10

8:30:00 AM

Introduction

Introductions (Replacement)

Christine Perey, Perey Research & Consulting

8:30:00 – 8:45:00 AM, Salon E

8:45:00 AM

Sci-Fi to Sci-Fact: How Computer Vision Will Change AR and the World

Ben Newhouse, Yelp

8:45:00 – 9:00:00 AM, Salon E

9:00:00 AM

Keynote

Searches Originating Inside and Outside of your Head

Hartmut Neven, Google

9:00:00 – 9:30:00 AM, Salon E

9:30:00 AM

Generating Revenues with Mobile AR: The Ecosystem, Business Models and Metrics

Christine Perey, Perey Research & Consulting

9:30:00 – 9:45:00 AM, Salon E

9:45:00 AM

Keynote

Bridging the Gap Between Desktop and Mobile Augmented Reality

Blake Callens, Zugara

9:45:00 – 10:05:00 AM, Salon E

10:05:00 AM

What’s Wrong With ‘Reality’?

Usman Haque, Pachube/Connected Environments

10:05:00 – 10:15:00 AM, Salon E

10:15:00 AM

Break

Morning Break


Late Morning

eComm Wordle Graph Late Morning 4/19/10

eComm Wordle Graph Late Morning 4/19/10

11:00:00 AM

A View to a Future; Beyond the Hype of Mobile Augmented Reality Applications

Dana Farbo, Acrossair

11:00:00 – 11:15:00 AM, Salon E

11:15:00 AM

User Experience: A Possible Roadblock to AR Adoption

Tony Fernandes, The UE Group

11:15:00 – 11:30:00 AM, Salon E

11:30:00 AM

Context Is King: AR, Salience, and the Constant Next Scenario

Clark Dodsworth, Osage Associates Consulting

11:30:00 – 11:45:00 AM, Salon E

11:45:00 AM

The Wizard is Us: Symbiogenesis by Networking Part 1

Arturo Sinclair, Digital Worlds Institute

11:45:00 – 11:52:50 AM, Salon E

11:52:50 AM

The Wizard is Us: Symbiogenesis by Networking Part 2

Anton Yudin, Digital Worlds Institute

11:52:50 – 12:00:00 PM, Salon E

12:00:00 PM

Applying WWW Best Practices to AR

Erik Bovee, Mobilizy

12:00:00 – 12:15:00 PM, Salon E

12:15:00 PM

Where AR We Heading?

Steven Feiner, Columbia University

12:15:00 – 12:30:00 PM, Salon E

12:30:00 PM

Break

Social Networking Lunch


Afternoon

eComm Stream Graph Afternoon 4/19/10

eComm Wordle Graph Afternoon 4/19/10

2:00:00 PM

Advancing the Business of AR, A Practical, Commercial Solution

Pamela Kerwin, GeoVector

2:00:00 – 2:15:00 PM, Salon E

2:15:00 PM

Who Will Own Our Augmented Reality?

Anselm Hook, Meedan

2:15:00 – 2:25:00 PM, Salon E

2:25:00 PM

Mobile Augmented Reality: The World Is Your Playground

Brian Selzer, Ogmento

2:25:00 – 2:35:00 PM, Salon E

2:35:00 PM

Spatial Computing: Designing an Interface for our Bodies

Albert Hwang, phedhex.com

2:35:00 – 2:45:00 PM, Salon E

2:45:00 PM

AR Today and Tomorrow

Bruno Uzzan, Total Immersion

2:45:00 – 3:00:00 PM, Salon E

3:00:00 PM

Advancing AR – Beyond Labels

Ivan Franco, YDreams

3:00:00 – 3:10:00 PM, Salon E

3:10:00 PM

Junaio and the Unifeye SDK Mobile Development Platform

Peter Meier, metaio GmbH

3:10:00 – 3:25:00 PM, Salon E

3:25:00 PM

Break

Afternoon Break


Early Evening

eComm Wordle Graph Early Evening 4/19/10

eComm Wordle Graph Early Evening 4/19/10

4:00:00 PM

Keynote

Future Vision: Decade of Ubiquity (Augmented Reality 2010-2020)

Robert Rice, Neogence Enterprises

4:00:00 – 4:20:00 PM, Salon E

4:20:00 PM

(Canceled Due To Volcanic Ash) Visual Recognition, the Future of Mobile AR browsers

David Marimon, Telefonica R&D

4:20:00 – 4:35:00 PM, Salon E

4:20:00 PM

Augmented Reality & The Venture Capital Community

David Blumberg, Blumberg Capital

4:20:00 – 4:35:00 PM, Salon E

4:35:00 PM

Seeing the Future of AR Through Digital Eyewear

Yohan Baillot, (Independent)

4:35:00 – 4:45:00 PM, Salon E

4:45:00 PM

Eyeborg – Terminator Lives

Rob Spence, Eyeborg Project

4:45:00 – 5:00:00 PM, Salon E

5:00:00 PM

Keynote

Strange Days. How the Computing Experience is Turning Inside Out

Mark Rolston, frog design

5:00:00 – 5:20:00 PM, Salon E

5:20:00 PM

Break

Late Afternoon Break


Late Evening

eComm Stream Graph Evening 4/19/10

eComm Wordle Graph Evening 4/19/10

5:45:00 PM

Story as Software

John du Pre Gauntt, Media Dojo

5:45:00 – 6:00:00 PM, Salon E

6:00:00 PM

Solid to Liquid to Air: Cyborg Anthropology and the Future of the Interface

Amber Case, CyborgCamp

6:00:00 – 6:15:00 PM, Salon E

6:15:00 PM

Navigation Rising! A Deep Look at Live Mapping and Augmented Reality in the Car

Di-Ann Eisnor, Waze

6:15:00 – 6:30:00 PM, Salon E

6:30:00 PM

Building Business Models Around Augmented Reality

Matthew Szymczyk, Zugara

6:30:00 – 6:45:00 PM, Salon E

6:45:00 PM

Building Mobile Augmented Reality Applications with 3DAR

Mark Anderson, Bordertown Labs

6:45:00 – 7:00:00 PM, Salon E

7:00:00 PM

AR and the Mass-Market Business Opportunity

Matt Miesnieks, Layar

7:00:00 – 7:10:00 PM, Salon E

7:10:00 PM

Liberating AR from Basemaps, Markers and Overlays

Eric Kabisch, University of California, Department of Informatics

7:10:00 – 7:22:30 PM, Salon E

7:22:30 PM

Vision Based Mobile AR – A New User Interface For Mobile Applications?

Michael Gervautz, Qualcomm

7:22:30 – 7:35:00 PM, Salon E

7:35:00 PM

The Future of Augmented Reality

Steve Hoffman, ThinkHuge

7:35:00 – 7:50:00 PM, Salon E

7:50:00 PM

Event

Free Drinks Social Networking


Conclusions

Credits:

This image was created by Nathan Bergey (@natronics) and Aaron Parecki (@aaronpk). Aaron took data from the Twitter API and passed it through Nathan’s Python Twitter stacked graph library. This image excludes the actual “#ecomm” and &quote;#arconf” terms leaving more room for the other terms to show through.

About

Stacked Graph History
Here’s a link to Lee Byron’s original Stacked Graph paper, “Stacked Graphs – Geometry & Aesthetics” www.leebyron.com/else/streamgraph/

“streamgraph_generator” can be checked out from github.

You can make these as well by downloading @natronic’s Python Stream Graph Library on GitHub.

Get the StreamGraph Python Code on Github

—–

About

Amber Case is a Cyborg Anthropologist living and working in Portland, Oregon. You can follow her on Twitter at @caseorganic.



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