Visualizing the Global Terrorism Database
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This document summarizes an analysis of the Global Terrorism Dataset which contains over 135 data fields and 181,000 entries on terrorist attacks from 1970 to 2017. Visualizations were created using Plotly to show trends in Asia and Europe by attack and target type, top ranked countries and cities, regions and weapons. Correlation heatmaps revealed relationships between variables like suicide attacks and ransom amounts paid. Histograms showed which regions and attack types were most prevalent while boxplots illustrated trends in weapon types by region. The full Jupyter notebook with the analysis is available on GitHub.
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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)
- 3. Visualizing geographical data - plotly
- 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!