CarwilBJ’s avatarCarwilBJ’s Twitter Archive—№ 29,152

  1. Plot of victims, perpetrators, and means of force in 525 deaths over four decades of Bolivian political violence. #dataviz #ultimateconsequences #workinprogress #rstats
    oh my god twitter doesn’t include alt text from images in their API
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    1. …in reply to @CarwilBJ
      Color key: The plot is based on a "live ammunition" variable. Red = gunshot Blue = non-live ammunition projectile Green = neither Purple = unknown
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      1. …in reply to @CarwilBJ
        The plot makes clear that guns are the primary means of deadly state repression. Much of the non-gunshots from security forces is tear gas and tear-gas canisters.
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        1. …in reply to @CarwilBJ
          The largest amounts of non-state violence are: 1. Laymi-Qaqachaka (here "Highland indigenous") ethnic conflict 2. Miner conflicts with other miners 3. Landowner-on-campesino violence 4. Partisan violence
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          1. …in reply to @CarwilBJ
            Paradigmatic/largest events in these categories: 1. 2000 Guerra de los Ayllus 2. 2006 Huanuni clashes 3. 2001 Pananti massacre 4. 2008 Porvenir massacre
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            1. …in reply to @CarwilBJ
              Note also that a major share of Security Force violence caused the death of Civilians or Bystanders (may recode those categories together).
              oh my god twitter doesn’t include alt text from images in their API
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              1. …in reply to @CarwilBJ
                This plot was generated using packages ggalluvial and ggplot2. Not counting some prep work to manage the factors, the plot was generated with this one "line" of code. #rstats #dataviz #DataVisualization
                oh my god twitter doesn’t include alt text from images in their APIoh my god twitter doesn’t include alt text from images in their API
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