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A Web-Based Tool for Collaborative
Social Media Data Analysis

Xin Chen, Mihaela Vorvoreanu, Krishna Madhavan
{chen654, mihaela, cm}@purdue.edu
Motivation

Social Media Discourse
Motivation

Hidden Insights On
Human Behaviors &
Social Phenomenon
Motivation
Human generated textual data on social media are:

Qualitative Data

Large-scale Data
Motivation
Human generated textual data on social media are:

Qualitative Data

Large-scale Data

requires qualitative interpretation
Motivation
Human generated textual data on social media are:

Qualitative Data

requires qualitative interpretation

Large-scale Data

requires large-scale data mining techniques
Goal
To build a tool that:
Goal
To build a tool that:
Acquire social media data.
Goal
To build a tool that:
Acquire social media data.

Integrate qualitative content analysis and
data mining techniques to analyze textual
data on social media.
Goal
To build a tool that:
Acquire social media data.

Integrate qualitative content analysis and
data mining techniques to analyze textual
data on social media.

Support asynchronous collaboration
among researchers.
Existing Tools
Social Media Analytics & Monitoring Tools

Focus on marketing
Do not usually incorporate human input
Existing Tools
Qualitative Analysis Tools

Expensive
Complicated to use
Do not acquire social media data
SWAB (Social Web Analytics Buddy)

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)

Twitter search API

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

Classification &
Detection Modeling
Inter-rater Agreement
Computation

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

3

Computation
Server

Sample tweets for
researchers to analyze
1 Send results
API or

5

Web UI

back to

Web Crawler
data server

Communicate with
Social Media
2 Data
computation server Server
Content

4

Web Server

Researchers
SWAB (Social Web Analytics Buddy)
MySQL

3

Computation
Server
5

1

Social Media
Content

Web UI

API or
Web Crawler

2

Data Server

4

Web Server

Researchers
Web UI Design
Sketch
Web UI Design
Wireframes: the “Overview” tab
Project title
Web UI Design
Wireframes: the “Overview” tab
User account
Web UI Design
Wireframes: the “Overview” tab

Collaborator
List
Web UI Design
Wireframes: the “Overview” tab

Datasource
Web UI Design
Wireframes: the “Overview” tab

Multiple datasets
streamed using
different criteria.
Web UI Design
Wireframes: the “Overview” tab

Export data and
graphs.
Web UI Design
Wireframes: the “Overview” tab

Multiple visualizations and charts to
provide data overview.
Web UI Design
Wireframes: the “Analyze” tab
Themes emerged from exploring the data.
Web UI Design
Wireframes: the “Analyze” tab
Choose Sample size.
Web UI Design
Wireframes: the “Analyze” tab

Analyze tweets and write
comment.
Web UI Design
Wireframes: the “Result” tab
All researchers’ results are aggregated in the
background.
Collaboration happens asynchronously.
Reliability measures are computed.
Web UI Design
Wireframes: the “Result” tab

Classification models can be trained based on
the qualitative input.
Web UI Design
Wireframes: the “Model Application” tab
Apply the trained model to a new dataset
to detect similar data as in dataset1 from
dataset2.
Web UI Design
Wireframes: the “Model Application” tab

Choose how to explore the detected
data from the new dataset: view list of
tweets, user accounts, or geomap.
Simple Working Prototype of
“Analyze” Tab Feature

!

Demo
Future Work
Future Work
Design features to better support data
exploration.
Future Work
Design features to better support data
exploration.
Explore NoSQL database to handle large
datasets.
Future Work
Design features to better support data
exploration.
Explore NoSQL database to handle large
datasets.
Implement more sophisticated data mining and
visualization features.
Q &A
Thank you!

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SCA2013 Presentation: A Web-Based Content Analysis Tool