SlideShare a Scribd company logo
1 of 12
Visualizing the
Global Terrorism Dataset
Saurav Jha
Machine Learning Engineering, FactSet
mail@sauravjha.com.np
Data set
• Available at - https://www.start.umd.edu/gtd/
• 135 columns, 181691 entries (1970-2017)
Visualizing geographical data - plotly
Asia & Europe by Attack and Target typeAsiaEurope
Top ranked countries & cities – bar plot
Nations Cities
Top ranked regions & weapons – bar plot
Regions Weapons
Top ranked groups & targets – bar plot
TargetsGroups
Visualizing dependencies - Correlation heatmap
Observations:
• Suicide – Ransom amount paid
• Ransom amount paid – Weapon types
• Ransom amount – Individual
• Weapon type – Claim mode
• Gun certain – Ransom amount, etc.
Evaluating the correlations - jointplot
• Weapon type 5 = Firearms with most kills
• Weapon type 7 = Fake weapons with least kills
Frequency visualization – Histogram plot
• Region 6 (South Asia) and 10 (Middle East &
North Africa) = most sensitive.
• Region 4 (East Asia) = least sensitive.
• Attack type 3 (Bombing / Explosion) = most
prevalent.
• Attack type (Hijacking) = least prevalent.
Region vs Weapon Type - boxplot
Observations:
• Weapon type 2 = Chemical, Prevalent in region 6,
i.e., South Asia
• Weapon type 9 = Melee, Prevalent in region 8,
i.e., Western Europe
• Jupyter notebook - https://github.com/Saurav0074/ds-
101/blob/master/globalTerror.ipynb
• Further Read – Chasing the Trajectory of Terrorism
THANK YOU!

More Related Content

Recently uploaded

Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
HyderabadDolls
 
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
gajnagarg
 
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
gajnagarg
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
gajnagarg
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
gajnagarg
 
Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...
Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...
Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...
HyderabadDolls
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
nirzagarg
 
Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...
nirzagarg
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
gajnagarg
 

Recently uploaded (20)

Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
 
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
 
Vastral Call Girls Book Now 7737669865 Top Class Escort Service Available
Vastral Call Girls Book Now 7737669865 Top Class Escort Service AvailableVastral Call Girls Book Now 7737669865 Top Class Escort Service Available
Vastral Call Girls Book Now 7737669865 Top Class Escort Service Available
 
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
 
Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbers
 
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
 
Identify Customer Segments to Create Customer Offers for Each Segment - Appli...
Identify Customer Segments to Create Customer Offers for Each Segment - Appli...Identify Customer Segments to Create Customer Offers for Each Segment - Appli...
Identify Customer Segments to Create Customer Offers for Each Segment - Appli...
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
 
Case Study 4 Where the cry of rebellion happen?
Case Study 4 Where the cry of rebellion happen?Case Study 4 Where the cry of rebellion happen?
Case Study 4 Where the cry of rebellion happen?
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
 
Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...
Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...
Diamond Harbour \ Russian Call Girls Kolkata | Book 8005736733 Extreme Naught...
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubai
 
Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Rohtak [ 7014168258 ] Call Me For Genuine Models We...
 
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
 
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
 
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book nowVadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
 

Featured

Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Kurio // The Social Media Age(ncy)
 

Featured (20)

AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
 

Visualizing the Global Terrorism Database

  • 1. Visualizing the Global Terrorism Dataset Saurav Jha Machine Learning Engineering, FactSet mail@sauravjha.com.np
  • 2. Data set • Available at - https://www.start.umd.edu/gtd/ • 135 columns, 181691 entries (1970-2017)
  • 4. Asia & Europe by Attack and Target typeAsiaEurope
  • 5. Top ranked countries & cities – bar plot Nations Cities
  • 6. Top ranked regions & weapons – bar plot Regions Weapons
  • 7. Top ranked groups & targets – bar plot TargetsGroups
  • 8. Visualizing dependencies - Correlation heatmap Observations: • Suicide – Ransom amount paid • Ransom amount paid – Weapon types • Ransom amount – Individual • Weapon type – Claim mode • Gun certain – Ransom amount, etc.
  • 9. Evaluating the correlations - jointplot • Weapon type 5 = Firearms with most kills • Weapon type 7 = Fake weapons with least kills
  • 10. Frequency visualization – Histogram plot • Region 6 (South Asia) and 10 (Middle East & North Africa) = most sensitive. • Region 4 (East Asia) = least sensitive. • Attack type 3 (Bombing / Explosion) = most prevalent. • Attack type (Hijacking) = least prevalent.
  • 11. Region vs Weapon Type - boxplot Observations: • Weapon type 2 = Chemical, Prevalent in region 6, i.e., South Asia • Weapon type 9 = Melee, Prevalent in region 8, i.e., Western Europe
  • 12. • Jupyter notebook - https://github.com/Saurav0074/ds- 101/blob/master/globalTerror.ipynb • Further Read – Chasing the Trajectory of Terrorism THANK YOU!