Attempt to map modusoperandi, frequency and locations of extra judicial killings from public data. First 1000 victims out of 6000 in 6 months of Rodrigo Duterte presidency.
Download as PPTX, PDF
1 like350 views
Attempt to map modusoperandi, frequency and locations of extra judicial killings from public data. First 1000 victims out of 6000 in 6 months of Rodrigo Duterte presidency.
Attempt to map modusoperandi, frequency and locations of extra judicial killings from public data. First 1000 victims out of 6000 in 6 months of Rodrigo Duterte presidency.
- 1. Philippines: 6000 dead in June - December 2016 APP OPS attempt to map LOCATION & FREQUENCY OF SHOOTINGS, believed to be orchestrated by Philippine National Police More information: github.com/data-ph Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 2. There is popular advice given to the foreigners in in some Asian countries, that openly discussing politics, should be avoided.
- 3. New York Times run article on the Killings http://www.nytimes.com/interactive/2016/12/07/world/asia/rodrigo-duterte-philippines-drugs-killings.html
- 4. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda Data came from Inquirer and their team http://newsinfo.inquirer.net/794598/kill-list-drugs-duterte
- 5. Tools we have used for data cleaning .git studio.azureml.net Text editors Preferred Operating Sytem: Ubuntu Command line tools AppOps PH
- 6. Photos: Al jazeera Presentation: Bart Sakwerda @bartsakwerda
- 7. 1. Majority of Extrajudicial Killings happened in Manila 2. Second biggest area is Cebu, consistent with population 3. Sporadic shootings in Davao, mainly western Mindanao 4. Labs created outside Manila 5. Shootings happened irregularly with few nights in August with average of 14 shootings 6. No correlation between Duterte Speeches and intensity 7. Operations conducted barngay by barangay Map: Bart Sakwerda, Google MapsPhotos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 8. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 9. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 10. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 11. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 12. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 13. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 14. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 15. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 16. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 17. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 18. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 19. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 20. Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- 21. Philippines and other SE Asia analysis: twitter.com/heyjoelogsshow twitter.com/bartsakwerda Photos 息 Dan Berehulak/NYT, Bart Sakwerda 2016-12-11
Editor's Notes
- #4: http://www.nytimes.com/interactive/2016/12/07/world/asia/rodrigo-duterte-philippines-drugs-killings.html
- #5: Sample of data as .csv file http://newsinfo.inquirer.net/794598/kill-list-drugs-duterte
- #7: Map of shootings by aljazeera
- #8: Reuslting heatmap visualization with google maps
- #13: Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- #16: Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- #17: Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- #18: Funeral in manila
- #19: Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda
- #21: Photos: NYT/Daniel Berehulak Presentation: Bart Sakwerda @bartsakwerda