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Downloads and plots data on mass shootings from Mother Jones (http://www.motherjones.com/politics/2012/12/mass-shootings-mother-jones-full-data)
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# load packages | |
library(magrittr) | |
library(googlesheets) | |
library(lubridate) | |
library(dplyr) | |
library(stringr) | |
library(tidyr) | |
library(ggplot2) | |
library(maps) | |
library(scales) | |
# load data from google sheets | |
u <- "https://docs.google.com/spreadsheets/d/1XV4mZi3gYDgwx5PrLwqqHTUlHkwkV-6uy_yeJh3X46o/edit?usp=sharing" | |
guns_raw <- gs_url(u) %>% | |
gs_read() | |
# clean data | |
guns <- data.frame( | |
date = mdy(guns_raw$Date), | |
year = year(mdy(guns_raw$Date)), | |
fatalities = guns_raw$Fatalities, | |
injuries = guns_raw$Injured, | |
case = str_to_title(guns_raw$Case), | |
long = guns_raw$longitude, | |
lat = guns_raw$latitude | |
) | |
# calculate cumulative fatalities and injuries | |
guns <- guns %>% | |
mutate(total_fatalities = order_by(date, cumsum(fatalities))) %>% | |
mutate(total_injuries = order_by(date, cumsum(injuries))) %>% | |
mutate(case = reorder(case, fatalities)) %>% | |
mutate(decade = cut(year, breaks = c(1980, 1990, 2000, 2010, 2015), | |
labels = c("1980s", "1990s", "2000s", "2011-2015"))) | |
# plot shootings per year | |
guns_year <- summarize(group_by(guns, year), | |
mass_shootings = length(fatalities), | |
fatalities = sum(fatalities)) | |
ggplot(guns_year, aes(x = year, y = mass_shootings)) + | |
geom_smooth() + | |
geom_point() + | |
theme_bw() + | |
labs(title = "Mass Shootings Per Year", | |
x = "Year", | |
y = "Number of Mass Shootings") | |
ggsave("shootings_per_year.png", height = 4, width = 6) | |
# plot fatalities per year | |
ggplot(guns_year, aes(x = year, y = fatalities)) + | |
geom_smooth() + | |
geom_point() + | |
theme_bw() + | |
labs(title = "Number of Fatalities from Mass Shootings Per Year", | |
x = "Year", | |
y = "Number of Fatalities") | |
ggsave("fatalities_per_year.png", height = 4, width = 6) | |
# plot cumulative fatalities and injuries over time | |
gather(guns, type, total_count, total_injuries, total_fatalities) %>% | |
mutate(type = plyr::revalue(type, c("total_fatalities" = "fatalities", | |
"total_injuries" = "injuries"))) %>% | |
ggplot(aes(x = date, y = total_count, color = type)) + | |
geom_line() + | |
scale_color_brewer(type = "qual", palette = 2) + | |
theme_bw() + | |
labs(title = "Cumulative Fatalities and Injuries from Mass Shootings Since 1980", | |
x = "Date", | |
y = "Cumulative Count", | |
color = "Type") | |
ggsave("cumulative.png", height = 4, width = 7) | |
# plot fatalities and injuries for each shooting | |
gather(guns, type, count, injuries, fatalities) %>% | |
ggplot(aes(x = count, y = case, color = type)) + | |
geom_point() + | |
scale_color_brewer(type = "qual", palette = 2) + | |
theme_bw() + | |
labs(title = "Mass Shooting Events Since 1980", | |
x = "Count", | |
y = "Cases", | |
color = "Type") | |
ggsave("cases.png", height = 10, width = 8) | |
# map of shootings | |
usa <- map_data("state") | |
gg <- ggplot() + | |
geom_polygon(data = usa, aes(x = long, y = lat, group = group), | |
color = "white", fill = "grey95") + | |
coord_fixed(1.3) + | |
geom_point(data = subset(guns, long > -140), | |
aes(x = long, y = lat, size = fatalities, color = injuries), | |
alpha = 0.7) + | |
scale_color_gradient(low = "#1b9e77", high = "#d95f02") + | |
scale_size(range = c(2, 10)) + | |
labs(title = "Locations of Mass Shootings Since 1980", | |
color = "Injuries", | |
size = "Fatalities") + | |
theme_bw() + theme(axis.line = element_blank(), | |
axis.text.x = element_blank(), | |
axis.text.y = element_blank(), | |
axis.ticks = element_blank(), | |
axis.title.x = element_blank(), | |
axis.title.y = element_blank(), | |
panel.background = element_blank(), | |
panel.border = element_blank(), | |
panel.grid.major = element_blank(), | |
panel.grid.minor = element_blank(), | |
plot.background = element_blank()) | |
print(gg) | |
ggsave("map.png", height = 4, width = 7) | |
# map by decade | |
gg + facet_wrap(~decade) + | |
labs(title = "Locations of Mass Shootings Since 1980 by Decade") | |
ggsave("map_by_decade.png", height = 6, width = 10) | |
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