Difference between revisions of "Staying Vigilant, Confronting Terrorism: Proposal"

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<p>After much analysis and investigation on the data, our group feels that the previous storyboard we created will not allow people to find interesting insights. This is primarily because we realised that there is not much support from the data collected to show that the economic indicators in a country will lead to higher levels of terrorist attacks in a country. The relationship between a country's economy and the number of terrorist attacks could not be established. As such, we decided to change our storyboard to show more interesting insights, as shown in this proposal. If you are interested to look at our previous proposal, please refer back to [[Staying Vigilant, Confronting Terrorism: Proposal Version 1|Proposal Version 1]]. </p><br/>
 
<div style="background: #364558; padding: 15px; font-weight: bold; line-height: 0.3em; text-indent: 15px;letter-spacing:-0.08em;font-size:20px"><font color=#fbfcfd face="Century Gothic">PROBLEM & MOTIVATION</font></div>
 
<div style="background: #364558; padding: 15px; font-weight: bold; line-height: 0.3em; text-indent: 15px;letter-spacing:-0.08em;font-size:20px"><font color=#fbfcfd face="Century Gothic">PROBLEM & MOTIVATION</font></div>
 
The threat of terrorism is growing everyday and many countries, including Singapore, have taken steps to mitigate the risks of terrorism. In the National Day Rally 2016, PM Mr. Lee Hsien Loong mentioned that diplomats and security forces have been doing their job well but despite their efforts, it does not mean that terrorist attacks will not happen in Singapore. The recent attack that attempted to fire a rocket to hit Marina Bay Sands Area from Batam was successfully intervened but this signals to the country that the terrorism threat should not be taken lightly. In response to the growing terrorist threat, the SGSecure Movement was launched to prepare the public in the event of an attack. In recent years, there is a rise in research on terrorist organizations and the activities they have performed, regardless of scale, over the years. However, more still needs to be done to analyze past terrorist activities and gain insights from it easily so that all countries could better prepare for a worst case scenario.
 
The threat of terrorism is growing everyday and many countries, including Singapore, have taken steps to mitigate the risks of terrorism. In the National Day Rally 2016, PM Mr. Lee Hsien Loong mentioned that diplomats and security forces have been doing their job well but despite their efforts, it does not mean that terrorist attacks will not happen in Singapore. The recent attack that attempted to fire a rocket to hit Marina Bay Sands Area from Batam was successfully intervened but this signals to the country that the terrorism threat should not be taken lightly. In response to the growing terrorist threat, the SGSecure Movement was launched to prepare the public in the event of an attack. In recent years, there is a rise in research on terrorist organizations and the activities they have performed, regardless of scale, over the years. However, more still needs to be done to analyze past terrorist activities and gain insights from it easily so that all countries could better prepare for a worst case scenario.
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<br/><div style="background: #364558; padding: 15px; font-weight: bold; line-height: 0.3em; text-indent: 15px;letter-spacing:-0.08em;font-size:20px"><font color=#fbfcfd face="Century Gothic">OBJECTIVES</font></div>
 
<br/><div style="background: #364558; padding: 15px; font-weight: bold; line-height: 0.3em; text-indent: 15px;letter-spacing:-0.08em;font-size:20px"><font color=#fbfcfd face="Century Gothic">OBJECTIVES</font></div>
 
<p>In this project, we are interested to create a visualization that helps analysts perform the following:</p>
 
<p>In this project, we are interested to create a visualization that helps analysts perform the following:</p>
# Identify terrorist organizations active in each country and the spread/types of activities they conducted to threaten the safety of the country, over different time periods
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# Identify the target victims of terrorist attacks across different countries
# Identify possible linkages between the number of terrorist activities occurring in a country and its development status
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# Identify possible linkages between the level of political freedom and the number of terrorist attacks that occur in a country
# Get a clearer understanding of each terrorist organization and the type of attacks they have conducted in a country/globally, over different time periods
+
# Compare the level of political freedom and the occurrence of terrorist attacks between different countries around the world
# Compare different terrorist organizations and identify similarities and differences in their attack patterns, over different time periods
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<p>By conducting the analysis, it allows respective policy makers, government or intelligence agencies to better understand the motives of terrorist organizations when attacks are being conducted. If a link between political freedom and occurrence of terrorist attacks could be established, policy makers and government agencies can take steps to improve the political conditions in their country. By targeting at a potential root cause of terrorist attacks, it aims to reduce the number of terrorist attacks happening across the world.</p>
<p>By conducting the analysis, it allows respective policy makers, government or intelligence agencies to better understand terrorist organizations and their spread internationally so that they could devise appropriate policies/measures to prevent potential attacks within their own country, regionally or globally in future.</p>
 
  
 
<br/><div style="background: #364558; padding: 15px; font-weight: bold; line-height: 0.3em; text-indent: 15px;letter-spacing:-0.08em;font-size:20px"><font color=#fbfcfd face="Century Gothic">SELECTED DATASET</font></div>
 
<br/><div style="background: #364558; padding: 15px; font-weight: bold; line-height: 0.3em; text-indent: 15px;letter-spacing:-0.08em;font-size:20px"><font color=#fbfcfd face="Century Gothic">SELECTED DATASET</font></div>

Revision as of 16:39, 6 November 2016

Group7 TeamLogo.png



After much analysis and investigation on the data, our group feels that the previous storyboard we created will not allow people to find interesting insights. This is primarily because we realised that there is not much support from the data collected to show that the economic indicators in a country will lead to higher levels of terrorist attacks in a country. The relationship between a country's economy and the number of terrorist attacks could not be established. As such, we decided to change our storyboard to show more interesting insights, as shown in this proposal. If you are interested to look at our previous proposal, please refer back to Proposal Version 1.


PROBLEM & MOTIVATION

The threat of terrorism is growing everyday and many countries, including Singapore, have taken steps to mitigate the risks of terrorism. In the National Day Rally 2016, PM Mr. Lee Hsien Loong mentioned that diplomats and security forces have been doing their job well but despite their efforts, it does not mean that terrorist attacks will not happen in Singapore. The recent attack that attempted to fire a rocket to hit Marina Bay Sands Area from Batam was successfully intervened but this signals to the country that the terrorism threat should not be taken lightly. In response to the growing terrorist threat, the SGSecure Movement was launched to prepare the public in the event of an attack. In recent years, there is a rise in research on terrorist organizations and the activities they have performed, regardless of scale, over the years. However, more still needs to be done to analyze past terrorist activities and gain insights from it easily so that all countries could better prepare for a worst case scenario.


OBJECTIVES

In this project, we are interested to create a visualization that helps analysts perform the following:

  1. Identify the target victims of terrorist attacks across different countries
  2. Identify possible linkages between the level of political freedom and the number of terrorist attacks that occur in a country
  3. Compare the level of political freedom and the occurrence of terrorist attacks between different countries around the world

By conducting the analysis, it allows respective policy makers, government or intelligence agencies to better understand the motives of terrorist organizations when attacks are being conducted. If a link between political freedom and occurrence of terrorist attacks could be established, policy makers and government agencies can take steps to improve the political conditions in their country. By targeting at a potential root cause of terrorist attacks, it aims to reduce the number of terrorist attacks happening across the world.


SELECTED DATASET

In our analysis, we will only be using data within the year of 2000 - 2015. The rationale for the range of data selected is as follows:

  • It does not provide strong relevance/insights for analysts to look at all the data in the past 45 years and attempt to predict activities of these terrorist organizations now/in the future. Due to the rapid changes in the globalized world, a range of 15 years will be adequate to help analysts spot trends/patterns of terrorist activities.
  • Due to limitations of the data collected about each country's development status, the dataset only provides information from year 2000 - 2015.
  • Due to technical limitations, loading past 45 years of data (156,773 records) into the application may cause it to become non-responsive and users may not be satisfied with the response rate. A range of 15 years (87,010 records) will yield just enough data for an insightful analysis and yet, does not sacrifice on the application's response rate.

The dataset for analysis will be retrieved from multiple databases, as elaborated below:

Dataset/Source Data Attributes Rationale Of Usage
Global Terrorism Database (GTD)
(https://www.start.umd.edu/gtd/using-gtd/)
  • Geographical spread of terrorist attacks
  • Type of terrorist attacks
  • Target of terrorist attacks
  • Perpetrators of terrorist attacks
  • Extent of damage in terrorist attacks
This dataset will be used as a main source of information in our analysis to understand the spread of terrorist activities in each country/globally.
Big Allied and Dangerous Database (BAAD)
(https://dataverse.harvard.edu/dataset.xhtml?persistentId=hdl%3A1902.1/16062)
  • Information about each terrorist organization (e.g. ideology, location, state sponsored, number of allies and rivals)
This dataset aims to complement the main dataset by providing detailed information about each terrorist organization, in addition to the attacks that it carried out globally.
World Development Indicators
(Retrieved from World Bank)
  • Annual GDP Growth (%)
  • Poverty Ratio (%)
  • Unemployment Rate (%)
  • Adult Literacy Rate (%)
This dataset aims to help analysts identify possible linkages
between the number of terrorist activities occurring in the country and the development state of the selected country.
UIS Data Center
(Retrieved from UN Data - UNESCO Institute for Statistics)
  • Youth Literacy Rate (%)
This dataset aims to help analysts identify possible linkages
between the number of terrorist activities occurring in the country and the development state of the selected country.
World Telecommunications/ICT Indicators Database
(Retrieved from UN Data - International Telecommunications Union)
  • Individuals Using Internet (%)
This dataset aims to help analysts identify possible linkages
between the number of terrorist activities occurring in the country and the development state of the selected country.


BACKGROUND SURVEY OF RELATED WORKS

Many visual and data analysts have made use of data collected from the Global Terrorism Database to visualize and understand the extent of terrorist attacks around the world. Some of their works include the following:

Related Works What We Can Learn

An Analysis of Death Tolls & Terrorist Incidents

Related Works - Infographic Group7.jpg

Source: http://www.dailymail.co.uk/news/article-3322308/Number-people-killed-terrorists-worldwide-soars-80-just-year.html

  • The infographic provides annotations to help the users understand major terrorist attacks that have happened overtime.
  • Colour scheme used by the infographic is clean and neat.
  • Use of colors on the same color scale ensures that it will not confuse the users. Also, the need to reference to a legend repeatedly will also be reduced.

An Animated Time-Lapse Visualization of Terror Attacks On The World Map

Related Works - Time Lapse Group7.gif

Source: https://www.youtube.com/watch?v=cHbYk2l9w-E

  • The time-lapse animation provides a clear overview to users as it shows the spread of terrorist activities over the years.

An Interactive Visualization to Show Trends And Events Shaping History of Terrorism

Related Works - Interactive Visualization Group7.png

Source: http://parano.github.io/Global-Terrorism-Visualization/

  • The time-series chart allow users to make use of a scrollbar to look at a time range (of 12 months). Use of a scrollbar act as a filter to look at the selected time range and this prevents users from getting overwhelmed by the data.
  • The visualization consists of 2 charts linked together and this provides a clear representation of the spread of terrorist activities overtime. Firstly, the bar chart shows the number of fatalities in each month across the years. Secondly, the world map shows the spread of terrorist activities as user selects a time series. When the user drags across the scrollbar on the bar chart, the activities in the world map changes based on the selected time series. Such linkage between charts are useful and provides a good interactive tool to help users analyze spread of terrorist activities overtime.
  • Use of tooltips allow users to know more information about the number of fatalities as they interact with the map.


PROPOSED STORYBOARD


ADDRESSING KEY TECHNICAL CHALLENGES

The following are some of the key technical challenges that we may face throughout the course of the project:

Key Technical Challenges How We Propose To Resolve
Unfamiliarity of Visualization Tool Usage
  • Independent Learning on Visualization Tools
  • Peer Learning
Data Cleaning & Transformation
  • Work together to clean, transform and analyze the data
Unfamiliarity in Programming using Javascript & D3 Libraries
  • Attend D3 Programming Workshop
  • Independent Learning on D3 Libraries & Technical Tools
  • Peer Learning
Unfamiliarity in Implementing Interactivity and Animation Tools/Techniques in Visualization App
  • Develop a Storyboard/Design Flow
  • Assign members to specialize on Interactivity/Animation Techniques


PROJECT TIMELINE

The following shows our project timeline for the completion of this project:

Project Schedule Group7.png


TOOLS/TECHNOLOGIES

The following are some of the tools/technologies that we will be utilizing during the project:

  • D3.js
  • Chart.js
  • Google Charts
  • Google Search API
  • Github
  • Netbeans


REFERENCES


OUR BRAINSTORMING SESSIONS

The following are some of the proposed storyboard that we designed during our brainstorming sessions:


COMMENTS

Feel free to comment to help us improve our project! (: