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gallup crime survey summary plots
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library(reshape2) | |
library(ggplot2) | |
library(scales) | |
library(RColorBrewer) | |
dat <- read.table(text="Crime Frequently Occassionally Rarely_Never Does_not_apply rank | |
Credit_card_hacked 41 28 29 2 1 | |
Computer_smartphone_hacked 34 28 35 4 2 | |
Home_burglarized_not_present 18 27 55 1 3 | |
Car_stolen_not_present 15 27 56 2 4 | |
Child_attacked_at_school 13 18 48 20 5 | |
Victim_of_terrorism 11 17 72 0 6 | |
Getting_mugged 11 20 69 0 7 | |
Home_burglarized_present 9 21 70 0 8 | |
Victim_of_hate_crime 7 11 81 0 9 | |
Sexually_assaulted 7 11 82 0 10 | |
Attacked_while_driving_car 5 15 76 3 11 | |
Getting_murdered 5 13 81 0 12 | |
Assaulted_killed_at_work 3 4 85 8 13", header=TRUE, stringsAs=FALSE) | |
dat$Crime <- gsub("_", " ", dat$Crime) | |
dat$Crime <- factor(dat$Crime, dat$Crime, ordered=TRUE) | |
dat_m <- melt(dat, id.vars = c("Crime", "rank")) | |
colnames(dat_m) <- c("Crime", "Rank", "Response", "Value") | |
gg <- ggplot(dat_m, aes(x=Response, y=Value)) | |
gg <- gg + geom_bar(stat="identity", aes(fill=Response)) | |
gg <- gg + scale_fill_brewer(palette="BrBG", type="div") | |
gg <- gg + coord_flip() | |
gg <- gg + facet_wrap(~Crime) | |
gg <- gg + theme_bw() | |
gg | |
gg <- ggplot(dat_m, aes(x=Crime, y=Value, fill=Response)) | |
gg <- gg + geom_bar(position="fill", stat="identity") | |
gg <- gg + scale_y_continuous(labels = percent_format(), expand=c(0,0)) | |
gg <- gg + scale_fill_brewer(palette="BrBG", type="div") | |
gg <- gg + coord_flip() | |
gg <- gg + labs(x=NULL, y=NULL) | |
gg <- gg + theme_bw() | |
gg <- gg + theme(panel.grid=element_blank()) | |
gg <- gg + theme(panel.border=element_blank()) | |
gg |
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