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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!

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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!