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<title>A quick analysis of Baltimore crime</title>
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<body>
<h1>A quick analysis of Baltimore crime</h1>
<p>I'm going to do a very simple analysis of Baltimore crime to show off R. We'll use data downloaded from Baltimore City's awesome open data site (this was downloaded a couple of years ago so if you download now, you will get different results). </p>
<h3>Getting data</h3>
<ul>
<li>Arrest data: <a href="https://data.baltimorecity.gov/Crime/BPD-Arrests/3i3v-ibrt">https://data.baltimorecity.gov/Crime/BPD-Arrests/3i3v-ibrt</a> </li>
<li>CCTV data: <a href="https://data.baltimorecity.gov/Crime/CCTV-Locations/hdyb-27ak">https://data.baltimorecity.gov/Crime/CCTV-Locations/hdyb-27ak</a> </li>
</ul>
<p>Let's load the data:</p>
<pre><code class="r">arrest_tab=read.csv("BPD_Arrests.csv", stringsAsFactors=FALSE)
cctv_tab=read.csv("CCTV_Locations.csv", stringsAsFactors=FALSE)
# these columns are mislabeled, so fix them
tmp=arrest_tab$sex
arrest_tab$sex=arrest_tab$race
arrest_tab$race=tmp
</code></pre>
<h3>Exploring data</h3>
<pre><code class="r"># dimension of table (data.frame)
dim(arrest_tab)
</code></pre>
<pre><code>## [1] 104528 15
</code></pre>
<pre><code class="r"># what are the columns
names(arrest_tab)
</code></pre>
<pre><code>## [1] "arrest" "age" "sex"
## [4] "race" "arrestDate" "arrestTime"
## [7] "arrestLocation" "incidentOffense" "incidentLocation"
## [10] "charge" "chargeDescription" "district"
## [13] "post" "neighborhood" "Location.1"
</code></pre>
<pre><code class="r"># what is the average arrest age?
mean(arrest_tab$age)
</code></pre>
<pre><code>## [1] 33.19639
</code></pre>
<pre><code class="r"># the range of arrest ages
range(arrest_tab$age)
</code></pre>
<pre><code>## [1] 0 87
</code></pre>
<pre><code class="r"># how many arrests per sex
table(arrest_tab$sex)
</code></pre>
<pre><code>##
## F M
## 2 19431 85095
</code></pre>
<pre><code class="r"># what are the most common offenses
head(sort(table(arrest_tab$incidentOffense),decreasing=TRUE))
</code></pre>
<pre><code>##
## Unknown Offense 87-Narcotics 4E-Common Assault
## 38649 24744 6739
## 87O-Narcotics (Outside) 97-Search & Seizure 79-Other
## 6515 3670 3461
</code></pre>
<pre><code class="r"># what are the offenses that only happen once
tab <- table(arrest_tab$incidentOffense)
tab[tab == 1]
</code></pre>
<pre><code>##
## 13-Assist Officer 2C-Carnal Knowledge
## 1 1
## 3EF-Robb Gas Station-Firearm 3EK-Robb Gas Station-Knife
## 1 1
## 62-Person Lying On St. 64-Drug Free Zone
## 1 1
## 6K-Larceny- Park. Meter 6L-Larceny- From Locker
## 1 1
## 70-Sanitation Complaint 8FO-Arson Public Str-Occ
## 1 1
## 8I-Arson Other Mobile 94-Abduction By Parent
## 1 1
</code></pre>
<pre><code class="r"># range of arrests after removing those w/ age==0
range(arrest_tab$age[arrest_tab$age>0])
</code></pre>
<pre><code>## [1] 8 87
</code></pre>
<p>Offenses by sex</p>
<pre><code class="r">tab <- table(arrest_tab$incidentOffense, arrest_tab$sex)
</code></pre>
<p>Let's see a table of arrests by sex and race</p>
<pre><code class="r">table(sex=arrest_tab$sex,race=arrest_tab$race)
</code></pre>
<pre><code>## race
## sex A B H I U W
## 2 0 0 0 0 0 0
## F 0 37 14663 0 34 183 4514
## M 0 205 72605 1 184 1566 10534
</code></pre>
<p>A histogram of age</p>
<pre><code class="r">hist(arrest_tab$age,nc=100)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5"/> </p>
<pre><code class="r">with(arrest_tab,hist(age[sex=="M"],nc=100)) # males only
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5"/> </p>
<pre><code class="r">with(arrest_tab,hist(age[sex=="F"],nc=100)) # females only
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5"/> </p>
<h3>Are males and females arrested at different ages on average?</h3>
<p>Let's take a look at how age depends on sex. Let's plot age as a function of sex first (notice how we indicate that sex is a <code>factor</code>). </p>
<pre><code class="r">plot(arrest_tab$age~factor(arrest_tab$sex))
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-6"/> </p>
<p>One of the neat things about R is that statistical model building and testing is built-in. The model we use is $y_i=\beta_0+\beta_1 x_i$ where $y_i$ is age of sample (example) $i$ and $x_i$ is an indicator variable $x_i \in {0,1}$ with $x_i=1$ if the $i$-th record (example) is male. You can check that $\beta_1$ is the difference in mean age between females and males.
We use the formula syntax to build a linear regression model. </p>
<pre><code class="r"># let's ignore those records with missing sex
fit=lm(age~factor(sex),data=arrest_tab,subset=arrest_tab$sex %in% c("M","F"))
summary(fit)
</code></pre>
<pre><code>##
## Call:
## lm(formula = age ~ factor(sex), data = arrest_tab, subset = arrest_tab$sex %in%
## c("M", "F"))
##
## Residuals:
## Min 1Q Median 3Q Max
## -33.388 -10.153 -3.153 9.612 53.847
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 33.38778 0.08472 394.117 <2e-16 ***
## factor(sex)M -0.23432 0.09389 -2.496 0.0126 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.81 on 104524 degrees of freedom
## Multiple R-squared: 5.958e-05, Adjusted R-squared: 5.002e-05
## F-statistic: 6.228 on 1 and 104524 DF, p-value: 0.01257
</code></pre>
<p>We see that $\beta_1 \approx -0.2$ meaning that the arrest age for males is about 2.5 months younger. So there is very little difference in the average age (which is what the linear model is testing) but we see that the probability of observing this difference from a sample of this size <strong>when there is no difference in average age</strong> is small $p \approx 0.01$. Since we have a very large number of examples, or records, this testing framework will declare very small differences as <em>statistically significant</em>. We'll return to this theme later in class.</p>
<h3>Geographic distribution of arrests.</h3>
<p>First we need to extract latitude and longitude from location, we'll use some string functions to do this</p>
<pre><code class="r">tmp=gsub("\\)","",gsub("\\(","",arrest_tab$Location))
tmp=strsplit(tmp,split=",")
arrest_tab$lon=as.numeric(sapply(tmp,function(x) x[2]))
arrest_tab$lat=as.numeric(sapply(tmp,function(x) x[1]))
</code></pre>
<p>Now let's plot</p>
<pre><code class="r">plot(arrest_tab$lon, arrest_tab$lat, xlab="Longitude", ylab="Latitude", main="Arrests in Baltimore")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-9"/> </p>
<p>We can also use density estimates to make this nicer:</p>
<pre><code class="r">smoothScatter(arrest_tab$lat, arrest_tab$lon, xlab="Latitude", ylab="Longitude", main="Arrests in Baltimore")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<p>Let's make this fancier using the <code>ggplot2</code> graphics systems and the <code>maps</code> package containing map data.</p>
<pre><code class="r">library(maps)
library(ggplot2)
</code></pre>
<pre><code>## Use suppressPackageStartupMessages to eliminate package startup messages.
</code></pre>
<pre><code class="r">balto_map = subset(map_data("county", region="maryland"),subregion=="baltimore city")
plt=ggplot()
plt=plt+geom_polygon(data=balto_map,aes(x=long,y=lat),color="white",fill="gray40")
plt=plt+geom_point(data=arrest_tab,aes(x=lon,y=lat),color="blue",alpha=.1)
print(plt)
</code></pre>
<pre><code>## Warning: Removed 40636 rows containing missing values (geom_point).
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-11"/> </p>
<p>Now let's add CCTV cameras.</p>
<pre><code class="r">tmp=gsub("\\)","",gsub("\\(","",cctv_tab$Location))
tmp=strsplit(tmp,split=",")
cctv_tab$lon=as.numeric(sapply(tmp,function(x) x[2]))
cctv_tab$lat=as.numeric(sapply(tmp,function(x) x[1]))
plt=ggplot()
plt=plt+geom_polygon(data=balto_map,aes(x=long,y=lat),color="white",fill="gray40")
plt=plt+geom_point(data=arrest_tab,aes(x=lon,y=lat),color="blue",alpha=.1)
plt=plt+geom_point(data=cctv_tab,aes(x=lon,y=lat),color="red")
print(plt)
</code></pre>
<pre><code>## Warning: Removed 40636 rows containing missing values (geom_point).
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-12"/> </p>
<h3>A challenge</h3>
<p>Is there any relationship between the number of CCTV cameras and the number of arrests? Divide the city into a grid and plot the number of CCTV cameras vs. the number of arrests.</p>
<pre><code class="r"># step 1: divide city intro grid for arrest data
# step 1a: find the range of latitude and longitude
latRange=range(arrest_tab$lat,na.rm=TRUE)
lonRange=range(arrest_tab$lon,na.rm=TRUE)
# step 1b: discretize latitude into 50 bins
latGrid=seq(min(latRange),max(latRange),len=50)
latFactor=cut(arrest_tab$lat,breaks=latGrid)
# now longitude
lonGrid=seq(min(lonRange),max(lonRange),len=50)
lonFactor=cut(arrest_tab$lon,breaks=lonGrid)
# step 1c: make a factor indicating geographic grid location
gridFactor=factor(paste(lonFactor,latFactor,sep=":"))
# step 2: do the same for the cctv data
latFactor=cut(cctv_tab$lat,breaks=latGrid)
lonFactor=cut(cctv_tab$lon,breaks=lonGrid)
cctvGridFactor=factor(paste(lonFactor,latFactor,sep=":"))
arrestTab=table(gridFactor)
cctvTab=table(cctvGridFactor)
m=match(names(cctvTab),names(arrestTab))
plot(arrestTab[m]~factor(cctvTab),xlab="Number of CCTV cameras", ylab="Number of Arrests")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-13"/> </p>
<h3>Extra analyses</h3>
<p>As part of Project 1 you will add to this analysis. Please use the following template:</p>
<h4>Mihai Sirbu</h4>
<p>What question are you asking?:</p>
<p>I am trying to answer: at what time are most people arrested?
For this prelimary analysis, I plan on making a plot where
hour is the x-axis and the number of arrest is the y-axis. This
will produced an “Arrest Timeseries. </p>
<p>What is the code you use to answer it?:</p>
<pre><code class="r">time <- strptime(arrest_tab$arrestTime, "%H:%M")
arrest_tab$hours <- as.numeric(format(time, "%H"))
hours_df <- as.data.frame(table(arrest_tab$hours))
names(hours_df) <- c("hour","count")
g <- ggplot(hours_df, aes(hour, count, group=1))+geom_line(color="blue")+geom_point(color="blue")
g <- g+labs(title = "Arrest Timeseries", x="Time of Day",y="Num of Arrests")
g <- g+scale_x_discrete(breaks=seq(0,23,2))
g <- g + theme(plot.title=element_text(size=16,face="bold"),axis.title.x=element_text(size=16,face="bold"),axis.title.y=element_text(size=16,face="bold"))
g
</code></pre>
<p><img 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" alt="plot of chunk surbu"/> </p>
<p>What did you observe?</p>
<p>I had originally thought that there would be very little arrests until 8 pm at which point there would be a giant spike from 8 pm to 5 am. But that was not the case. Instead, the two biggest hours of arrest were 6 pm followed by 10 am (!!). At this point, I'm not entirely sure why that might be. I would be surprised, however, if all offenses followed this exact same pattern. </p>
<h4>Aaron Dugatkin</h4>
<p>What question are you asking?: I am trying to find out how cameras affect the sorts of crimes in their area, both in reducing certain types of crime, or leading to finding more of other types of crime.</p>
<p>What is the code you use to answer it?:</p>
<pre><code class="r"># modified code from above, to create factors, but remove NA
# added by HCB to restore original arrest table
arrest_tab_original = arrest_tab
#
arrest_tab = arrest_tab[!is.na(arrest_tab$lat) & !is.na(arrest_tab$lon),]
latRange=range(arrest_tab$lat,na.rm=TRUE)
lonRange=range(arrest_tab$lon,na.rm=TRUE)
latGrid=seq(min(latRange),max(latRange),len=50)
latFactor=cut(arrest_tab$lat,breaks=latGrid)
lonGrid=seq(min(lonRange),max(lonRange),len=50)
lonFactor=cut(arrest_tab$lon,breaks=lonGrid)
gridFactor=factor(paste(lonFactor,latFactor,sep=":"))
latFactor=cut(cctv_tab$lat,breaks=latGrid)
lonFactor=cut(cctv_tab$lon,breaks=lonGrid)
cctvGridFactor=factor(paste(lonFactor,latFactor,sep=":"))
arrestTab=table(gridFactor)
cctvTab=table(cctvGridFactor)
#count crimes in areas with and without camera
arrestOnCamera = gridFactor %in% names(cctvTab)
count_crime_tab <- table(arrest_tab$incidentOffense, arrestOnCamera)
#merge the two tables, and calculate the difference in crime frequency in the two situations
crime_tab <- data.frame(count_crime_tab[,1], count_crime_tab[,2])
colnames(crime_tab)[1] <- "noCamCrimes"
colnames(crime_tab)[2] <- "camCrimes"
crime_tab$names <- rownames(crime_tab)
crime_tab$campct <- crime_tab$camCrimes/sum(crime_tab$camCrimes)*100
crime_tab$nocampct <- crime_tab$noCamCrimes/sum(crime_tab$noCamCrimes)*100
crime_tab$pctchange <- crime_tab$campct - crime_tab$nocampct
#display the change in crime frequency with crime name in descending order, with the most increased (caught) crimes first
crime_tab <- crime_tab[with(crime_tab, order(-pctchange)), ]
options(scipen=999)
subset(crime_tab, select=c("pctchange"))
</code></pre>
<pre><code>## pctchange
## 87-Narcotics 8.7959299656
## 87O-Narcotics (Outside) 2.1085712279
## 55-Disorderly Person 0.4899152469
## 109-Loitering 0.1601595042
## 79-Other 0.1421819771
## 54-Armed Person 0.0990559521
## 2A-Rape (Force) 0.0638557474
## 6B-Larceny- Purse Snatch 0.0539250917
## 108-Liquor Law/Open Container 0.0514977916
## 117-Fto 0.0498783769
## 1A-Murder 0.0484986356
## 2B-Rape (Attempt) 0.0480375073
## 3D-Robb Comm. (Ua) 0.0476871064
## 61-Person Wanted On War 0.0430503173
## 7C-Stolen Veh./Other 0.0404124933
## 2F-Placing Hands 0.0398369938
## 2D-Statutory Rape 0.0392614943
## 3AO-Robb Hwy-Other Wpn 0.0381032079
## 88-Unfounded Call 0.0316364803
## 78-Gambling 0.0310500497
## 116-Public Urination / Defecation 0.0301387241
## 49-Family Disturbance 0.0279328789
## 5C-Burg. Res. (Noforce) 0.0253984949
## 58-Injured Person 0.0226317250
## 3CK-Robb Comm-Knife 0.0165117545
## 60-Sick Person 0.0163973833
## 8AO-Arson Sin Res Str-Occ 0.0148959835
## 80-Lost Property 0.0130478265
## 20H-Traffic Control 0.0122399410
## 2H-Indecent Exp. 0.0114284118
## 48-Involuntary Detention 0.0094658836
## 77-Dog Bite 0.0087760130
## 73-False Pretense 0.0083112410
## 106-Custody Dispute 0.0072746132
## 113-Littering 0.0069278560
## 8J-Arson Other 0.0061199705
## 76-Child Abuse-Sexual 0.0046185707
## 2C-Carnal Knowledge 0.0038106852
## 3M-Robb Bank (Ua) 0.0038106852
## 64-Drug Free Zone 0.0038106852
## 6K-Larceny- Park. Meter 0.0038106852
## 6A-Larceny- Pickpocket 0.0034639280
## 93-Abduction - Other 0.0034639280
## 3B-Robb Highway (Ua) 0.0024054381
## 20J- 0.0011546427
## 84-Bomb Scare 0.0011546427
## 8BO-Arson Oth Res Str-Occ 0.0011546427
## 104-Malicious Burning 0.0008078855
## 2G-Sodomy/Perverson -0.0013870287
## 59-Intoxicated Person -0.0015013998
## 71-Sex Offender Registry -0.0015013998
## 3P-Robb Misc. (Ua) -0.0017337858
## 3AJK-Robb Carjack-Knife -0.0018481570
## 13-Assist Officer -0.0026560425
## 3F-Robb Gas Sta. (Ua) -0.0026560425
## 6L-Larceny- From Locker -0.0026560425
## 8I-Arson Other Mobile -0.0026560425
## 6H-Larceny- From Machine -0.0030027997
## 3GK-Robb Conv Store-Knife -0.0041574423
## 8H-Arson Motor Veh -0.0041574423
## 6F-Larceny- Bicycle -0.0043898283
## 3GF-Robb Conv Store-Firearm -0.0045041995
## 112-Traffic Related Incident -0.0048546003
## 85-Mental Case -0.0051977138
## 102-Questional Death -0.0053120850
## 110-Summons Served -0.0053120850
## 28-Suicide - Attempt -0.0053120850
## 3NF-Robb Misc-Firearm -0.0063523565
## 3NO-Robb Misc-Other Wpn -0.0068134848
## 3JF-Robb Residence-Firearm -0.0070458708
## 56-Missing Person -0.0073926280
## 3GO-Robb Conv Store-Other Wpn -0.0079681275
## 3LF-Robb Bank-Firearm -0.0079681275
## 3LO-Robb Bank-Other Wpn -0.0079681275
## 70A-Ill. Dumping -0.0083148847
## 81-Recovered Property -0.0097055570
## 67-Child Abuse-Physical -0.0098162845
## 3H-Robb Conv. Stor.(Ua) -0.0121255698
## 52A-Animal Cruelty -0.0121255698
## 103-Dead On Arrival -0.0124723270
## 2J-Other Sex Offn. -0.0132802125
## 3CO-Robb Comm-Other Wpn -0.0136269697
## 3JO-Robb Residence-Other Wpn -0.0136269697
## 114-Hindering -0.0152463843
## 3BJ-Robb Carjack(Ua) -0.0158218838
## 39-Fire -0.0174376548
## 83-Discharging Firearm -0.0174376548
## 3CF-Robb Comm-Firearm -0.0191714407
## 3NK-Robb Misc-Knife -0.0215950971
## 96-Stop & Frisk -0.0215950971
## 3AJF-Robb Carjack-Firearm -0.0236756401
## 29-Driving While Intox. -0.0245978968
## 5E-Burg. Oth. (Att.) -0.0257525395
## 3AK-Robb Hwy-Knife -0.0314150253
## 6E-Larceny- Auto Acc -0.0348789533
## 98-Child Neglect -0.0400730235
## 5F-Burg. Oth. (Noforce) -0.0405341518
## 3JK-Robb Residence-Knife -0.0454994796
## 3AF-Robb Hwy-Firearm -0.0496678530
## 23-Unauthorized Use -0.0497749368
## 95-Exparte -0.0556625213
## 4F-Assault By Threat -0.0558985510
## 26-Recovered Vehicle -0.0613322945
## 6D-Larceny- From Auto -0.0768110648
## 5B-Burg. Res. (Att.) -0.0876530461
## 20A-Followup -0.0903127323
## 111-Protective Order -0.0968938311
## 6J-Larceny- Other -0.1005974324
## 3K-Robb Res. (Ua) -0.1019735301
## 5D-Burg. Oth. (Force) -0.1114467011
## 6G-Larceny- From Bldg. -0.1242657852
## 7A-Stolen Auto -0.1317800717
## 115-Trespassing -0.1403564919
## 4A-Agg. Asslt.- Gun -0.2195365579
## 75-Destruct. Of Property -0.2844580826
## 4D-Agg. Asslt.- Hand -0.3185182194
## 6C-Larceny- Shoplifting -0.4077418953
## 4B-Agg. Asslt.- Cut -0.4938461736
## 5A-Burg. Res. (Force) -0.5879404416
## 4C-Agg. Asslt.- Oth. -0.6379805575
## 24-Towed Vehicle -1.0684576178
## 97-Search & Seizure -1.1822536848
## 55A-Prostitution -1.1994275774
## Unknown Offense -1.5811234143
## 4E-Common Assault -2.7616680093
</code></pre>
<pre><code class="r"># added by HCB to restore original arrest table
arrest_tab = arrest_tab_original
</code></pre>
<p>What did you observe? The results were interesting. We see a large increase in charges of narcotics, which may be due to camera surveillance. We also see a decrease in assault, which may be due to the perpetrators of such crimes realizing the dangers of committing such crimes in front of a camera. However, the vast majority of crimes do not even see a 1% change between the two situations, so it would appear as though, overall, cameras do not have a major affect on criminal activity.</p>
<h4>Anna Petrone</h4>
<p>What question are you asking?:
Which neighborhoods in Baltimore have the higest number of arrests?</p>
<p>What is the code you use to answer it?:</p>
<p>Load libraries</p>
<pre><code class="r">library(rgdal) # needed for reading shape files
</code></pre>
<pre><code>## Loading required package: sp
## rgdal: version: 0.9-1, (SVN revision 518)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 1.10.1, released 2013/08/26
## Path to GDAL shared files: /usr/share/gdal/1.10
## Loaded PROJ.4 runtime: Rel. 4.8.0, 6 March 2012, [PJ_VERSION: 480]
## Path to PROJ.4 shared files: (autodetected)
</code></pre>
<pre><code class="r">library(plyr) # needed for rename function
library(sp) # needed for point.in.polygon function
library(ggmap) # could use for geocoding addresses
library(ggplot2) # needed for plotting
</code></pre>
<p>Find number of arrests for which the geo coordinates weren't given</p>
<pre><code class="r">no.geo.idx = nchar(arrest_tab$Location.1) == 0
n.geo.missing = sum( no.geo.idx )
narrests = dim(arrest_tab)[1]
n.geo.missing/narrests*100 # 39%
</code></pre>
<pre><code>## [1] 38.87571
</code></pre>
<p>Find the number of incidents who dont have geo code info, but the incidentLocation is provided</p>
<pre><code class="r">has.location = nchar(arrest_tab$incidentLocation) > 0
sum(no.geo.idx & has.location)
</code></pre>
<pre><code>## [1] 7650
</code></pre>
<pre><code class="r">#tmp = paste(arrest_tab$incidentLocation[no.geo.idx & has.location], "Baltimore, MD")
#gc = geocode(tmp[1:2490]) # restricted to 2500 api requests per day
</code></pre>
<p>Get the 2010 statistical community areas <a href="http://bniajfi.org/mapping-resources/">here</a>
Download the shape files and extract from the .zip file</p>
<pre><code class="r">setwd("csa_2010_boundaries/")
csa = readOGR(dsn=".",layer="CSA_NSA_Tracts")
</code></pre>
<pre><code>## OGR data source with driver: ESRI Shapefile
## Source: ".", layer: "CSA_NSA_Tracts"
## with 56 features and 3 fields
## Feature type: wkbPolygon with 2 dimensions
</code></pre>
<pre><code class="r">csa.df = fortify(csa) # fortify turns the shape data into a data.frame
</code></pre>
<pre><code>## Regions defined for each Polygons
</code></pre>
<pre><code class="r">csa.df = rename(csa.df, c("long"="X.feet","lat"="Y.feet")) # MD uses State Plane coords instead of lat/lon (see comments section)
convert = FALSE
if (convert){ # write a file to send to matlab code (described in comments section)
write.csv(csa.df[,c("lat","lon")], "csa-df.txt", quote=FALSE, na="",row.names=FALSE)
}
csa.converted.df = read.csv("csa-df_converted.txt",header=FALSE) # output of the matlab code, converted to lat/lon
setwd("..")
csa.converted.df = rename(csa.converted.df, c("V1"="lat","V2"="lon"))
csa.df = cbind(csa.df, csa.converted.df)
</code></pre>
<p>Now assign each of the arrest records to a neighborhood
but this is only possible for the records that have geo info.
This step takes about 15-20 seconds</p>
<pre><code class="r">ncsa = dim(csa)[1]
arrest_tab_geo = arrest_tab[!no.geo.idx,]
narrests.geo = dim(arrest_tab_geo)[1]
arrest_nbhd_id = vector(length = narrests.geo)
for (j in 1:ncsa) { # takes about 30 sec
idx = csa.df$id == j-1
polyx = csa.df$lon[idx]
polyy = csa.df$lat[idx]
in.poly = point.in.polygon(arrest_tab_geo$lon, arrest_tab_geo$lat, polyx,polyy)
in.poly= as.logical(in.poly)
arrest_nbhd_id[in.poly] = j - 1
}
arrest_tab_geo = cbind(arrest_tab_geo, arrest_nbhd_id)
</code></pre>
<p>For each neighborhood, count the number of arrests, using the table function</p>
<pre><code class="r">nbhd.narrests = as.data.frame(table(arrest_nbhd_id))
nbhd.narrests = rename(nbhd.narrests, c("arrest_nbhd_id"="id", "Freq"="narrests"))
nbhd.names= as.vector(csa$Neigh)
nbhd.narrests = cbind(nbhd.names, nbhd.narrests)
head(nbhd.narrests)
</code></pre>
<pre><code>## nbhd.names
## 1 Allendale, Carroll-South Hilton, Gwynns Falls, Irvington, Saint Josephs, Uplands, Yale Heights, Lower Edmondson Village
## 2 Beechfield, Hunting Ridge, Ten Hills, Tremont, West Hills, Westgate
## 3 Belair-Edison, Clifton Park, Four By Four, Mayfield, Herring Run Park
## 4 Brooklyn, Curtis Bay, Fairfield Area, Hawkins Point, Curtis Bay Industrial Area
## 5 Canton, Patterson Park
## 6 Cedonia, Frankford, Cedmont, Parkside
## id narrests
## 1 0 1358
## 2 1 346
## 3 2 1752
## 4 3 2155
## 5 4 165
## 6 5 1330
</code></pre>
<p>Merge the arrest counts with the geometry data</p>
<pre><code class="r">csa.df = merge(csa.df, nbhd.narrests, by="id",all.x=TRUE)
</code></pre>
<p>Make a plot colored by number of arrests</p>
<pre><code class="r">g = ggplot(csa.df,aes(x=lon,y=lat,group=group))
g = g + geom_polygon(aes(fill=narrests)) + scale_fill_gradient(low="slategray1",high="slateblue4") # color the nbhds by narrests
g = g + geom_path(colour="gray75",size=.1) # draw lines separating the neighborhoods
g = g + ggtitle("Baltimore City Arrests 2011 - 2012") # add a title
g = g + theme(axis.ticks = element_blank(), axis.text.x = element_blank(), axis.text.y = element_blank(),
axis.title.x = element_blank(), axis.title.y = element_blank()) # remove axis labels
print(g)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk AnnaPetrone_plot"/> </p>
<p>What did you observe?
First, it should be noted that out of the 104,528 arrest records, 40,636 of them (about 39%) did not have geocoded locations (latitude and longitude). Some of them (7,650) did have and adress in the incidentLocation field, so it would be possible to geocode these, though it would not contribute enormously. (I did however take a look at the ggmap library which can convert an address string into lat and lon by calling the google maps geocoding API, however it only allows 2,500 requests per day.) Therefore my analysis only includes the 61% of records which provided geocoded information.</p>
<p>Second, I need to note that it was a pain converting from the <a href="http://en.wikipedia.org/wiki/State_Plane_Coordinate_System">MD State Plane coordinates</a> into longitude and latitude. I ended up using <a href="http://www.mathworks.com/matlabcentral/fileexchange/26413-sp-proj">an external matlab function</a> to do the conversion, since it seemed really confusing to do in R. </p>
<p>The results: As could probably be expected, the highest number of arrests occured in the downtown area, with the northwest area being notably high as well. The inner harbor neighborhood is among the lowest which makes sense as this area is more touristy. The neighborhoods in the central northern neighborhoods are also on the low end (I don't know Baltiore but I'm guessing these are higher income neighborhoods).</p>
<p>For future analysis, it would be good to create a similar plot where the colors represent neighborhood income level. I would also like to add a layer showing the locations of transit stations, since these are commonly believed to attract crime. </p>
<h4>Raul Alfaro</h4>
<p>What question are you asking?: Which is the most common crime per race?</p>
<p>What is the code you use to answer it?:</p>
<pre><code class="r">head(sort(table(arrest_tab$incidentOffense[arrest_tab$race=="A"]),decreasing=TRUE))
</code></pre>
<pre><code>##
## Unknown Offense 87-Narcotics 4E-Common Assault
## 98 42 22
## 87O-Narcotics (Outside) 24-Towed Vehicle 61-Person Wanted On War
## 13 10 6
</code></pre>
<pre><code class="r">head(sort(table(arrest_tab$incidentOffense[arrest_tab$race=="B"]),decreasing=TRUE))
</code></pre>
<pre><code>##
## Unknown Offense 87-Narcotics 87O-Narcotics (Outside)
## 31500 21783 5706
## 4E-Common Assault 97-Search & Seizure 79-Other
## 5500 3255 2879
</code></pre>
<pre><code class="r">head(sort(table(arrest_tab$incidentOffense[arrest_tab$race=="H"]),decreasing=TRUE))
</code></pre>
<pre><code>## 87-Narcotics
## 1
</code></pre>
<pre><code class="r">head(sort(table(arrest_tab$incidentOffense[arrest_tab$race=="I"]),decreasing=TRUE))
</code></pre>
<pre><code>##
## Unknown Offense 87-Narcotics 4E-Common Assault
## 92 44 14
## 97-Search & Seizure 24-Towed Vehicle 4C-Agg. Asslt.- Oth.
## 8 6 5
</code></pre>
<pre><code class="r">head(sort(table(arrest_tab$incidentOffense[arrest_tab$race=="U"]),decreasing=TRUE))
</code></pre>
<pre><code>##
## Unknown Offense 4E-Common Assault 87-Narcotics
## 893 179 171
## 87O-Narcotics (Outside) 4B-Agg. Asslt.- Cut 79-Other
## 51 48 46
</code></pre>
<pre><code class="r">head(sort(table(arrest_tab$incidentOffense[arrest_tab$race=="W"]),decreasing=TRUE))
</code></pre>
<pre><code>##
## Unknown Offense 87-Narcotics 4E-Common Assault
## 6065 2702 1024
## 87O-Narcotics (Outside) 55A-Prostitution 79-Other
## 740 671 528
</code></pre>
<p>What did you observe?
I observed asside from the Unknown Offenses the most common crime for all races but 1 was Narcotics, the "race” had common Assault as their most common crime.</p>
<h4>Kim St. Andrie, Rain Surasorn</h4>
<p>What question are you asking?:
Which year had the largest number of arrests?</p>
<p>What is the code you use to answer it?:</p>
<pre><code class="r">a <- data.frame(id = arrest_tab$arrest, year = substr(arrest_tab$arrestDate,7,11))
head(sort(table(a$year), decreasing=TRUE),10)
</code></pre>
<pre><code>##
## 2011 2012
## 52868 51660
</code></pre>
<p>What did you observe?
2011 had the largest number of arrests but there was no dramatic difference between the number of arrests for each year. There were 52,868 arrests in 2011 which was 1208 more than the number of arrests for 2012. </p>
<h4>Rentao Wu</h4>
<p>What are you asking:</p>
<p>I wanted to know if the ratio of female to male crime rates are similar accross the difference races.</p>
<p>What is the code you used to answer it?</p>
<pre><code class="r">mytab = table(race=arrest_tab$race, sex=arrest_tab$sex)
#mydf$V1 = NULL
mydf = as.data.frame.matrix(mytab)
mydf$ratio = mydf$F/mydf$M
mydf$ratio <- round(mydf$ratio, 3)
mydf = mydf[-1,]
mydf
</code></pre>
<pre><code>## V1 F M ratio
## A 0 37 205 0.180
## B 0 14663 72605 0.202
## H 0 0 1 0.000
## I 0 34 184 0.185
## U 0 183 1566 0.117
## W 0 4514 10534 0.429
</code></pre>
<pre><code class="r">mydf$race <- c("A","B","H","I","U","W")
ggplot(data=mydf, aes(x=race, y=ratio, fill=race)) + geom_bar(stat="identity")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-14"/> </p>
<p>What are your observations?
I found out that for most race, the ratio of female to male crime rates is about 0.2. This tells us that there are about 1 female for ever 5 male criminal offenses. I also saw that the female to male crime ratio for the white population is about 0.43 which is much higher than the others. </p>
<h4>Krishna Pai</h4>
<p>What question are you asking?: Do police officers go out of their way to arrest more black people than white people?</p>
<p>What is the code you use to answer it?:</p>
<pre><code class="r">library(ggplot2)
# added by HCB to not dirty global environment
kpai=function()
{
arrest_tab=read.csv("BPD_Arrests.csv", stringsAsFactors=FALSE)
tmp=arrest_tab$sex
arrest_tab$sex=arrest_tab$race
arrest_tab$race=tmp
police_tab=read.csv("Police_Stations.csv", stringsAsFactors=FALSE)
tmp=gsub("\\)","",gsub("\\(","",arrest_tab$Location))
tmp=strsplit(tmp,split=",")
arrest_tab$lon=as.numeric(sapply(tmp,function(x) x[2]))
arrest_tab$lat=as.numeric(sapply(tmp,function(x) x[1]))
tmp=gsub("\\)","",gsub("\\(","",police_tab$Location))
tmp=strsplit(tmp,split=",")
police_tab$lon=as.numeric(sapply(tmp,function(x) x[2]))
police_tab$lat=as.numeric(sapply(tmp,function(x) x[1]))
plt=ggplot()
plt=plt+geom_point(data=arrest_tab[arrest_tab$race=='B',],aes(x=lon,y=lat),color="black",alpha=.1)
plt=plt+geom_point(data=arrest_tab[arrest_tab$race=='W',],aes(x=lon,y=lat),color="white",alpha=.1)
plt=plt+geom_point(data=police_tab,aes(x=lon,y=lat),color="red")
print(plt)
}
kpai()