Created
October 24, 2013 20:46
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setwd("/Users/brown/Documents/Berkeley/dataviz-fall-2013/Chicago-guns") | |
library(maptools) | |
library(RColorBrewer) | |
get_second_element <- function(item) { | |
return (item[2]) | |
} | |
get_first_element <- function(item) { | |
return (item[1]) | |
} | |
# load the data | |
data <- read.delim("county-data.txt", header=F, stringsAsFactors=F) | |
# rename it like a human | |
names(data) <- c("county_orig", "guns_orig") | |
# split it up based on parenthesis | |
split <- strsplit(data$county_orig, split="\\(") | |
#make a new field for state | |
data$state_clean <- sapply(split, get_second_element) | |
#clean guns | |
data$state_clean <- gsub("\\)", "", data$state_clean) | |
#make a new county | |
data$county_clean <- sapply(split, get_first_element) | |
#clean guns | |
data$guns_clean <- as.numeric(gsub(",", "", data$guns_orig)) | |
#by state | |
agg <- aggregate(data$guns_clean, list(data$state_clean), sum) | |
#Rename fields | |
names(agg) <- c("STATE_ABBR", "total_guns") | |
#make a map | |
states <- readShapePoly("nytlayout_state/nytlayout_state.shp") | |
#storing data from shape file | |
map_data <- data.frame(states) | |
#Strip out PR and Guam | |
agg <- subset(agg, STATE_ABBR%in%map_data$STATE_ABBR) | |
#Merged data | |
merged_geo_data <- merge(map_data, agg, by="STATE_ABBR") | |
#match order | |
match_order <- match(map_data$STATE_ABBR, merged_geo_data$STATE_ABBR) | |
#reorder match | |
merged_geo_data <- merged_geo_data[match_order,] | |
#assign break values | |
break_values <- c(0, 500, 1000, 3000, 5000, 30000) | |
#merged geo data map bucket values | |
merged_geo_data$bucket <- as.numeric(cut(merged_geo_data$total_guns, breaks=break_values)) | |
#assign color | |
mycols <- brewer.pal(5, "Greens") | |
#plot the map with the colors | |
plot(states, col=(mycols[merged_geo_data$bucket])) |
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