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library(data.table)
library(dplyr)
library(tidyr)
library(ggplot2)
library(scales)
library(grid)
library(statebins)
library(gridExtra)
# http://www.washingtonpost.com/wp-srv/special/investigative/asset-seizures/data/all.json
# grab the data from WaPo #####
data <- jsonlite::fromJSON("~/Desktop/all.json", simplifyVector=FALSE)
# grab census state population data #####
pop <- read.csv("http://www.census.gov/popest/data/state/asrh/2013/files/SCPRC-EST2013-18+POP-RES.csv", stringsAsFactors=FALSE)
colnames(pop) <- c("sumlev", "region", "divison", "state", "stn", "pop2013", "pop18p2013", "pcntest18p")
pop$stn <- gsub(" of ", " Of ", pop$stn)
# get totals by category even though we're not using them for the vis #####
categories <- rbindlist(lapply(data$states, function(x) {
data.table(st=x$st, stn=x$stn, total=x$total, rbindlist(x$cats))
}), fill=TRUE)
# get totals by agencies #####
agencies <- rbindlist(lapply(data$states, function(x) {
rbindlist(lapply(x$agencies, function(y) {
data.table(st=x$st, stn=x$stn, aid=y$aid, aname=y$aname, rbindlist(y$cats))
}), fill=TRUE)
}), fill=TRUE)
# summarize the agency data to the state level #####
c_st <- agencies %>%
merge(pop[,5:6], all.x=TRUE, by="stn") %>%
gather(category, value, -st, -stn, -pop2013, -aid, -aname) %>%
group_by(st, category, pop2013) %>%
summarise(total=sum(value, na.rm=TRUE), per_capita=sum(value, na.rm=TRUE)/pop2013) %>%
select(st, category, total, per_capita)
# hack to ordering the bars by kohske : http://stackoverflow.com/a/5414445/1457051 #####
c_st <- transform(c_st, category2=factor(paste(st, category)))
c_st <- transform(c_st, category2=reorder(category2, rank(-total)))
# pretty names #####
levels(c_st$category) <- c("Weapons", "Travel, training", "Other",
"Communications, computers", "Building improvements",
"Electronic surveillance", "Information, rewards",
"Salary, overtime", "Community programs")
# plot totals w/o considerig per-capita #####
gg <- ggplot(c_st, aes(x=category2, y=total))
gg <- gg + geom_bar(stat="identity", aes(fill=category))
gg <- gg + scale_y_continuous(labels=dollar)
gg <- gg + scale_x_discrete(labels=c_st$st, breaks=c_st$category2)
gg <- gg + facet_wrap(~category, scales = "free", ncol=1)
gg <- gg + labs(x="", y="")
gg <- gg + theme_bw()
gg <- gg + theme(strip.background=element_blank())
gg <- gg + theme(strip.text=element_text(size=15, face="bold"))
gg <- gg + theme(panel.margin=unit(2, "lines"))
gg <- gg + theme(panel.border=element_blank())
gg <- gg + theme(axis.text.x=element_text(size=9))
gg <- gg + theme(legend.position="none")
gg
ggsave(filename="raw-large.png", plot=gg, height=15, width=11, dpi=600)
# change bar order to match per-capita calcuation #####
c_st <- transform(c_st, category2=reorder(category2, rank(-per_capita)))
# per-capita bar plot #####
gg <- ggplot(c_st, aes(x=category2, y=per_capita))
gg <- gg + geom_bar(stat="identity", aes(fill=category))
gg <- gg + scale_y_continuous(labels=dollar)
gg <- gg + scale_x_discrete(labels=c_st$st, breaks=c_st$category2)
gg <- gg + facet_wrap(~category, scales = "free", ncol=1)
gg <- gg + labs(x="", y="")
gg <- gg + theme_bw()
gg <- gg + theme(strip.background=element_blank())
gg <- gg + theme(strip.text=element_text(size=15, face="bold"))
gg <- gg + theme(panel.margin=unit(2, "lines"))
gg <- gg + theme(panel.border=element_blank())
gg <- gg + theme(axis.text.x=element_text(size=9))
gg <- gg + theme(legend.position="none")
gg
ggsave(filename="capita-large.png", plot=gg, height=15, width=11, dpi=600)
# now do it statebins-style (per-capita) #####
st_pl <- vector("list", 1+length(unique(c_st$category)))
j <- 0
for (i in unique(c_st$category)) {
j <- j + 1
png(filename=sprintf("statebins%03d.png", j), width=600, height=600, units="px", type="quartz")
print(statebins_continuous(c_st[category==i,], state_col="st", value_col="per_capita") +
scale_fill_gradientn(labels=dollar, colours=brewer.pal(6, "PuBu"), name=i) +
theme(legend.key.width=unit(2, "cm")))
dev.off()
# st_pl[[j]] <- statebins_continuous(c_st[category==i,], state_col="st", value_col="per_capita") +
# scale_fill_gradientn(labels=dollar, colours=brewer.pal(6, "PuBu"), name=i) +
# theme(legend.key.width=unit(2, "cm"))
}
st_pl[[1+length(unique(c_st$category))]] <- list(ncol=1)
grid.arrange(st_pl[[1]], st_pl[[2]], st_pl[[3]],
st_pl[[4]], st_pl[[5]], st_pl[[6]],
st_pl[[7]], st_pl[[8]], st_pl[[9]], ncol=3)
{"states": [
{
"st": "AK",
"stn": "Alaska",
"total": 8470032,
"cats":
[{ "weapons": 1649832,
"electronicSurv": 402490,
"infoRewards": 760730,
"travTrain": 848128,
"commPrograms": 121664,
"salaryOvertime": 776766,
"other": 1487613,
"commComp": 1288439,
"buildImprov": 1134370 }],
"agencies": [
{
"aid": "AK0012700",
"aname": "Airport Police & Fire Ted Stevens Anch Int'L Arpt",
"total": 611553,
"cats":
[{ "weapons": 214296, "travTrain": 44467, "other": 215464, "commComp": 127308, "buildImprov": 10019 }]
},
{
"aid": "AK0010100",
"aname": "Anchorage Police Department",
"total": 3961497,
"cats":
[{ "weapons": 1104777, "electronicSurv": 94741, "infoRewards": 743230, "travTrain": 409474, "salaryOvertime": 770709, "other": 395317, "commComp": 249220, "buildImprov": 194029 }]
},
{
"aid": "AKQNGCD01",
"aname": "Counterdrug Support Program",
"total": 366819,
"cats":
[{ "weapons": 26303, "electronicSurv": 143627, "travTrain": 7920, "commPrograms": 121664, "other": 36734, "commComp": 24576, "buildImprov": 5995 }]
},
{
"aid": "AK0013000",
"aname": "Dillingham Department Of Public Safety",
"total": 87125,
"cats":
[{ "weapons": 21085, "electronicSurv": 11912, "travTrain": 26369, "commComp": 26973, "buildImprov": 786 }]
},
{
"aid": "AK0012600",
"aname": "Fairbanks International Airport Police & Fire",
"total": 39570,
"cats":
[{ "weapons": 5806, "electronicSurv": 7316, "travTrain": 6466, "other": 19982 }]
},
{
"aid": "AK0010200",
"aname": "Fairbanks Police Department",
"total": 277902,
"cats":
[{ "weapons": 35894, "electronicSurv": 45095, "other": 34646, "commComp": 162268 }]
},
{
"aid": "AK0010300",
"aname": "Juneau Police Department",
"total": 48330,
"cats":
[{ "weapons": 48330 }]
},
{
"aid": "AK0010500",
"aname": "Kodiak Police Department",
"total": 31570,
"cats":
[{ "electronicSurv": 4089, "travTrain": 12670, "commComp": 14810 }]
},
{
"aid": "AK0013200",
"aname": "North Pole Police Department",
"total": 92261,
"cats":
[{ "electronicSurv": 988, "travTrain": 7712, "other": 25948, "commComp": 26541, "buildImprov": 31071 }]
},
{
"aid": "AK0011800",
"aname": "North Slope Borough Police Department",
"total": 105211,
"cats":
[{ "weapons": 40579, "travTrain": 10542, "other": 48398, "commComp": 5693 }]
},
{
"aid": "AK0011700",
"aname": "Palmer Police Department",
"total": 125735,
"cats":
[{ "weapons": 11303, "electronicSurv": 8880, "travTrain": 22069, "salaryOvertime": 6057, "other": 54138, "commComp": 23288 }]
},
{
"aid": "AK0012000",
"aname": "Soldotna Police Department",
"total": 31364,
"cats":
[{ "weapons": 1978, "other": 29386 }]
},
{
"aid": "AKAST0100",
"aname": "State Of Alaska Department Of Public",
"total": 2149450,
"cats":
[{ "weapons": 96006, "electronicSurv": 68246, "travTrain": 219141, "other": 371787, "commComp": 507780, "buildImprov": 886490 }]
},
{
"aid": "AK0014200",
"aname": "University Of Alaska Fairbanks Police Department",
"total": 224075,
"cats":
[{ "weapons": 9720, "electronicSurv": 14715, "travTrain": 19543, "other": 88742, "commComp": 91354 }]
},
{
"aid": "AK0015600",
"aname": "Wasilla Police Department",
"total": 223867,
"cats":
[{ "weapons": 7268, "electronicSurv": 2769, "travTrain": 34812, "other": 163417, "commComp": 15601 }]
}
]
},
{
"st": "AL",
"stn": "Alabama",
"total": 38821076,
"cats":
[{ "weapons": 2819912, "electronicSurv": 1408350, "infoRewards": 732421, "travTrain": 2034463, "commPrograms": 123881, "salaryOvertime": 4406101, "other": 17302277, "commComp": 5777900, "buildImprov": 4215771 }],
"agencies": [
{
"aid": "AL029015A",
"aname": "19th Circuit Office Of The District Attorney",
"total": 220773,
"cats":
[{ "commPrograms": 1000, "salaryOvertime": 148000, "other": 66744, "commComp": 5030 }]
},
{
"aid": "ALEQ00220",
"aname": "4th Circuit Drug Task Force",
"total": 87182,
"cats":
[{ "weapons": 17904, "electronicSurv": 7070, "infoRewards": 42000, "travTrain": 14619, "commComp": 5590 }]
},
{
"aid": "AL0030400",
"aname": "Alabama Abc Board - Law Enforcement Division",
"total": 293179,
"cats":
[{ "electronicSurv": 10083, "infoRewards": 180270, "other": 92151, "commComp": 10675 }]
},
{
"aid": "AL003155Y",
"aname": "Alabama Board Of Medical Examiners",
"total": 183292,
"cats":
[{ "electronicSurv": 21355, "infoRewards": 5227, "travTrain": 13599, "other": 143111 }]
},
{
"aid": "AL0013800",
"aname": "Alabama Board Of Pharmacy",
"total": 72748,
"cats":
[{ "travTrain": 1700, "other": 13610, "commComp": 31146, "buildImprov": 26293 }]
},
{
"aid": "AL043015Y",
"aname": "Alabama Department Of Forensic Sciences",
"total": 51095,
"cats":
[{ "travTrain": 7020, "other": 44075 }]
},
{
"aid": "ALAST0044",
"aname": "Alabama Department Of Public Safety",
"total": 13734697,
"cats":
[{ "weapons": 917200, "electronicSurv": 106618, "travTrain": 1223898, "commPrograms": 10000, "salaryOvertime": 3834629, "other": 4813064, "commComp": 2821477, "buildImprov": 7813 }]
},
{
"aid": "ALQNGCD14",
"aname": "Alabama National Guard Counterdrug",
"total": 77456,
"cats":
[{ "weapons": 1562, "electronicSurv": 200, "infoRewards": 490, "travTrain": 22978, "commPrograms": 32905, "other": 5205, "commComp": 5206, "buildImprov": 8910 }]
},
{
"aid": "AL003015A",
"aname": "Alabama Office Of The Attorney General",
"total": 324059,
"cats":
[{ "weapons": 14701, "electronicSurv": 4117, "infoRewards": 6862, "travTrain": 13978, "other": 279754, "commComp": 4647 }]
},
{
"aid": "AL0590400",
"aname": "Alabaster Police Department",
"total": 97534,
"cats":
[{ "other": 97534 }]
},
{
"aid": "AL0110100",
"aname": "Anniston Police Department",
"total": 75608,
"cats":
[{ "weapons": 39133, "other": 8149, "commComp": 28325 }]
},
{
"aid": "AL0430100",
"aname": "Auburn City Police Department",
"total": 125172,
"cats":
[{ "weapons": 3192, "travTrain": 245, "other": 117027, "commComp": 2993, "buildImprov": 1715 }]
},
{
"aid": "AL0040000",
"aname": "Autauga County Sheriff Office",
"total": 110198,
"cats":
[{ "weapons": 3443, "electronicSurv": 11767, "infoRewards": 18268, "travTrain": 2758, "commPrograms": 163, "other": 50629, "commComp": 23171 }]
},
{
"aid": "AL0050000",
"aname": "Baldwin County Sheriff's Office",
"total": 977009,
"cats":
[{ "weapons": 216151, "electronicSurv": 10456, "commPrograms": 10000, "other": 301519, "commComp": 267134, "buildImprov": 171749 }]
},
{
"aid": "AL0060000",
"aname": "Barbour County Sheriff's Office",
"total": 96885,
"cats":
[{ "weapons": 29140, "electronicSurv": 28093, "infoRewards": 27650, "travTrain": 2438, "other": 8444, "commComp": 1121 }]
},
{
"aid": "AL0050100",
"aname": "Bay Minette Police Department",
"total": 79109,
"cats":
[{ "weapons": 16327, "electronicSurv": 2139, "travTrain": 12270, "other": 18000, "commComp": 27017, "buildImprov": 3357 }]
},
{
"aid": "AL0020600",
"aname": "Bayou La Batre Police Department",
"total": 44679,
"cats":
[{ "weapons": 11262, "electronicSurv": 5040, "infoRewards": 2900, "other": 16639, "commComp": 8837 }]
},
{
"aid": "AL0010100",
"aname": "Bessemer Police Department",
"total": 2846230,
"cats":
[{ "weapons": 181528, "electronicSurv": 25424, "infoRewards": 16243, "travTrain": 71070, "commPrograms": 32043, "salaryOvertime": 250119, "other": 1441784, "commComp": 119994, "buildImprov": 708025 }]
},
{
"aid": "AL0010200",
"aname": "Birmingham Police Department",
"total": 972470,
"cats":
[{ "weapons": 241564, "electronicSurv": 248444, "travTrain": 210134, "other": 248268, "commComp": 24060 }]
},
{
"aid": "AL0080000",
"aname": "Blount County Sheriff's Office",
"total": 56098,
"cats":
[{ "infoRewards": 25204, "commComp": 5033, "buildImprov": 25861 }]
},
{
"aid": "AL0111000",
"aname": "Calhoun Cleburne Co Drug & Violent Crime Task Force",
"total": 110164,
"cats":
[{ "weapons": 5384, "electronicSurv": 7344, "travTrain": 200, "other": 62581, "commComp": 34264, "buildImprov": 390 }]
},
{
"aid": "AL0290700",
"aname": "Central Alabama Drug Task Force",
"total": 114102,
"cats":
[{ "weapons": 5270, "electronicSurv": 54300, "infoRewards": 2500, "travTrain": 1574, "other": 28184, "commComp": 22275 }]
},
{
"aid": "ALEQ00129",
"aname": "Chambers County Drug Task Force",
"total": 34466,
"cats":
[{ "infoRewards": 13300, "travTrain": 275, "other": 18262, "commComp": 2520, "buildImprov": 109 }]
},
{
"aid": "AL0140000",
"aname": "Chilton County Sheriff's Department",
"total": 203321,
"cats":
[{ "weapons": 70430, "electronicSurv": 43008, "infoRewards": 13101, "travTrain": 24219, "salaryOvertime": 3083, "commComp": 6447, "buildImprov": 43034 }]
},
{
"aid": "AL0150000",
"aname": "Choctaw County Sheriff Department",
"total": 36355,
"cats":
[{ "infoRewards": 6698, "other": 26621, "commComp": 3037 }]
},
{
"aid": "AL0011200",
"aname": "City Of Hoover Police Department",
"total": 3126138,
"cats":
[{ "weapons": 103749, "electronicSurv": 8478, "travTrain": 81884, "salaryOvertime": 79764, "other": 987506, "commComp": 228590, "buildImprov": 1636167 }]
},
{
"aid": "AL0640100",
"aname": "City Of Jasper Police Department Fund 41",
"total": 306046,
"cats":
[{ "weapons": 35113, "travTrain": 1679, "other": 135613, "commComp": 58785, "buildImprov": 74855 }]
},
{
"aid": "AL0590300",
"aname": "City Of Montevallo Police Department",
"total": 124352,
"cats":
[{ "weapons": 16894, "electronicSurv": 378, "infoRewards": 1500, "travTrain": 6941, "commPrograms": 1040, "other": 73688, "commComp": 21915, "buildImprov": 1995 }]
},
{
"aid": "AL0030100",
"aname": "City Of Montgomery Police Department",
"total": 4664376,
"cats":
[{ "weapons": 106531, "electronicSurv": 171309, "travTrain": 41772, "other": 2761459, "commComp": 391923, "buildImprov": 1191381 }]
},
{
"aid": "AL0051200",
"aname": "City Of Orange Beach Police Department",
"total": 96525,
"cats":
[{ "weapons": 1300, "electronicSurv": 20945, "travTrain": 6471, "other": 5000, "commComp": 62809 }]
},
{
"aid": "AL0520100",
"aname": "Decatur Police Department",
"total": 220850,
"cats":
[{ "weapons": 26317, "electronicSurv": 24614, "infoRewards": 6000, "travTrain": 10542, "other": 84004, "commComp": 65589, "buildImprov": 3785 }]
},
{
"aid": "ALEQ00088",
"aname": "Dekalb County Drug And Major Crimes Task Force",
"total": 33988,
"cats":
[{ "weapons": 151, "travTrain": 365, "commComp": 24881, "buildImprov": 8591 }]
},
{
"aid": "AL0480100",
"aname": "Demopolis Police Department",
"total": 61767,
"cats":
[{ "weapons": 7474, "electronicSurv": 687, "infoRewards": 13620, "travTrain": 3465, "other": 34838, "commComp": 1683 }]
},
{
"aid": "AL0380100",
"aname": "Dothan Police Department",
"total": 77594,
"cats":
[{ "travTrain": 6845, "other": 70749 }]
},
{
"aid": "AL0290000",
"aname": "Elmore County Sheriff Department",
"total": 269183,
"cats":
[{ "weapons": 31169, "other": 91390, "commComp": 55963, "buildImprov": 90661 }]
},
{
"aid": "AL0190200",
"aname": "Enterprise Police Department",
"total": 49064,
"cats":
[{ "weapons": 14803, "electronicSurv": 12086, "travTrain": 4597, "other": 6217, "commComp": 7277, "buildImprov": 4084 }]
},
{
"aid": "AL0010400",
"aname": "Fairfield Alabama Police Department",
"total": 120434,
"cats":
[{ "weapons": 31309, "electronicSurv": 10639, "travTrain": 34317, "salaryOvertime": 14155, "other": 8828, "commComp": 20200, "buildImprov": 987 }]
},
{
"aid": "AL0050200",
"aname": "Fairhope Police Department",
"total": 210974,
"cats":
[{ "weapons": 72871, "electronicSurv": 7809, "infoRewards": 2950, "travTrain": 7404, "other": 92844, "commComp": 27095 }]
},
{
"aid": "AL0050300",
"aname": "Foley Police Department",
"total": 101111,
"cats":
[{ "weapons": 17275, "electronicSurv": 1100, "travTrain": 8500, "other": 64181, "commComp": 4555, "buildImprov": 5500 }]
},
{
"aid": "AL0330000",
"aname": "Franklin County Sheriff's Department",
"total": 57620,
"cats":
[{ "weapons": 7821, "electronicSurv": 1814, "travTrain": 13514, "commPrograms": 5482, "other": 9735, "commComp": 11841, "buildImprov": 7412 }]
},
{
"aid": "AL0340000",
"aname": "Geneva County Sheriff's Office",
"total": 44307,
"cats":
[{ "electronicSurv": 7345, "infoRewards": 9100, "travTrain": 1305, "commComp": 19052, "buildImprov": 7505 }]
},
{
"aid": "AL0380000",
"aname": "Houston County Sheriff's Department",
"total": 46938,
"cats":
[{ "weapons": 19220, "electronicSurv": 2000, "travTrain": 5146, "other": 13567, "commComp": 3505, "buildImprov": 3500 }]
},
{
"aid": "AL0470100",
"aname": "Huntsville Police Department",
"total": 195371,
"cats":
[{ "weapons": 80490, "other": 101728, "commComp": 13153 }]
},
{
"aid": "AL0471100",
"aname": "Huntsville/Madison Morgan County Stac Team",
"total": 145942,
"cats":
[{ "weapons": 25775, "electronicSurv": 11617, "infoRewards": 60000, "travTrain": 5641, "other": 42629, "commComp": 73, "buildImprov": 208 }]
},
{
"aid": "AL0010000",
"aname": "Jefferson County Sheriff's Office",
"total": 1528588,
"cats":
[{ "weapons": 6236, "electronicSurv": 17765, "infoRewards": 123500, "travTrain": 35437, "other": 1003820, "commComp": 341829 }]
},
{
"aid": "AL0440000",
"aname": "Limestone County Sheriff's Office",
"total": 218223,
"cats":
[{ "weapons": 14611, "electronicSurv": 12860, "other": 111044, "commComp": 79708 }]
},
{
"aid": "AL047015A",
"aname": "Madison County District Attorney's Office",
"total": 64752,
"cats":
[{ "weapons": 599, "electronicSurv": 39, "travTrain": 3498, "commPrograms": 4714, "other": 41434, "commComp": 14468 }]
},
{
"aid": "AL0470000",
"aname": "Madison County Sheriff's Office",
"total": 52878,
"cats":
[{ "weapons": 36916, "electronicSurv": 4005, "commComp": 11957 }]
},
{
"aid": "AL0470200",
"aname": "Madison Police Department",
"total": 75997,
"cats":
[{ "other": 75997 }]
},
{
"aid": "AL0290600",
"aname": "Millbrook Police Department",
"total": 61135,
"cats":
[{ "weapons": 27846, "electronicSurv": 315, "other": 26227, "buildImprov": 6747 }]
},
{
"aid": "AL0020000",
"aname": "Mobile County Sheriff's Office",
"total": 1099054,
"cats":
[{ "weapons": 56386, "electronicSurv": 20963, "infoRewards": 43300, "travTrain": 11795, "other": 818114, "commComp": 142896, "buildImprov": 5601 }]
},
{
"aid": "AL002TASC",
"aname": "Mobile County Street Enforcement Narcotics Team",
"total": 85004,
"cats":
[{ "weapons": 14700, "infoRewards": 9559, "salaryOvertime": 9583, "other": 51162 }]
},
{
"aid": "AL0020100",
"aname": "Mobile Police Department",
"total": 775178,
"cats":
[{ "weapons": 35244, "electronicSurv": 103001, "other": 534804, "commComp": 91768, "buildImprov": 10360 }]
},
{
"aid": "AL0031600",
"aname": "Montgomery Airport Authority Police Department",
"total": 47724,
"cats":
[{ "weapons": 1248, "other": 39006, "commComp": 4979, "buildImprov": 2491 }]
},
{
"aid": "AL0030000",
"aname": "Montgomery County Sheriff Office",
"total": 63747,
"cats":
[{ "weapons": 8860, "electronicSurv": 14673, "infoRewards": 12605, "travTrain": 4520, "other": 18126, "commComp": 4963 }]
},
{
"aid": "AL0031900",
"aname": "Montgomery HA Investigative Unit",
"total": 59235,
"cats":
[{ "travTrain": 1599, "salaryOvertime": 28453, "other": 29183 }]
},
{
"aid": "AL0520000",
"aname": "Morgan County Sheriff Drug Task Force",
"total": 39932,
"cats":
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"aid": "CA0192200",
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{
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{
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