Showing posts with label crime. Show all posts
Showing posts with label crime. Show all posts

February 01, 2011

Problem Points on new UK Police Maps

Today's launch of police.uk by the Home Office provides the highest resolution mapping of crime data available in the UK to date. The website supports searches at the level of unit postcode (similar to a zip code) and returns results mapped at the street level. In previous UK crime maps these have typically focused on area aggregations using administrative or census geography (e.g., the London MET Police website). However, this new website appears to place points on maps at locations of where crimes have occurred... or does it? I will not argue here for the general merits of releasing crime data to the public in , or what does or should constitute a “crime”, nor those problems with how these events are recorded and georeferenced. Far better treatment of these issues is given by my PhD student Paul Richards over on his blog.

However, there appear to be some serious representational issues in this new mapping system which are not clearly documented and could be very misleading for the ill informed. Very generally, crimes will typically happen at a specific location, for example, a house could be burgled, or a person mugged. Ideally, this location would be represented as a point on a map where the event was recorded as happening.

In a US equivalent system (e.g. http://chicago.everyblock.com/) it is entirely possible to map these very precise locations as there are different privacy laws related to the disclosure of these sensitive data. However, in the UK, law requires more aggregate representations to be used, such as areas, and most typically being represented as choropleths. For example, you could show the frequency of burglaries or muggings that have occurred in a specific area.
Although the documentation on launch was scant, it appears that the locations of crimes have been linked and aggregated by their nearest road segment, and that these have then been subsequently displayed as a point on the map. It is unclear whether this point is a randomly chosen along the road, or, whether this is the centroid of the street segment. Either way, it is a very poor representation of the data. Outside of issues related to how you appropriately position a point for very long road, if the street is going to be the aggregating unit for the data, then this should also be used for the visualization. For example, roads could have been variably colored for different rates of crime (rates not counts... this is another representation issue entirely!!). Systems are not a limitation here, using the combination of OpenStreetMap, Mapnik and OpenLayers it is entirely possible to build customized and bespoke online cartography. We do not have to rely on putting points on maps any more as our only representational option.

The problem with this website as it stands is that crimes are easily misinterpreted as happening at a very specific locations. If your house happens to be located next to one of these points it may suddenly appear to an uninformed user that there is a lot of crime in this specific area. For example, perhaps public order offensives related to a pub on a street are returned as occurring at a residential location. How might this effect a house price? Would household insurance rise?

These basic representational issues are typically covered in an undergraduate syllabus with a GIS component. To me at least this perfectly illustrates why Geography and GIS training is as important as raw technical skills when developing online mapping portals. This type of issue will not go away as these types of website become more prevalent as the open data movement grows; and more typically this are built by or without consultation with Geographers.
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This guest post is written by Alex Singleton

June 29, 2010

Mapping Crime in the City by the Bay

Although we're a bit late to the game again, we thought we'd go ahead and do another comparison between some of our cyberscape visualizations and some other great maps floating (like sheep?) around on the interwebs. The following visualizations from Doug McCune use publicly available data from the City of San Francisco to map the incidence of various crimes around the city.

Actual Crime as Elevation in San Francisco
As one can see (and as Doug points out in his original blog post), the geography of crime in San Francisco is not only unevenly distributed in space, but also in terms of what crimes are being committed in different places. And while our visualization below shows only general references to "crime" in the Google Maps database, it demonstrates that the locations of virtual references to crime are actually highly correlated with the places that actual crimes occur.

Google Maps References to "Crime" in San Francisco
It's also interesting to note that the data for our map was collected in January 2009, while the city data used for the elevation maps covers all of the 2009 calender year. To see more of Doug's San Fransicso crime visualizations, you can see his original post here: If San Francisco Crime were Elevation.

May 18, 2010

Mapping the Bluegrass cyberscape

Although it's been quite a while since we last posted our metro-level cyberscape visualizations, we figured that now was as good a time as any to bring them back. In some of our previous posts, we mapped the total number of user-generated Google Maps placemarks in our sample cities, along with some Crescent City culture-specific maps of New Orleans for Mardi Gras and other interesting examples from around the world.

Below you'll find maps depicting the location of all user-generated placemarks (using the keyword "1") and placemarks referencing "crime" in Lexington, Kentucky. Although Lexington doesn't hold much, if any, significance for most of our readership, it presents an excellent opportunity to ground truth these virtual references by comparing them to our collective experiences as current and past residents of "the Horse Capital of the World".

All User-Generated Content in Lexington KY

User-Generated References to "Crime" in Lexington KY

In the first map, the highest concentration of placemarks exists in downtown Lexington. More specifically, the points with the most placemarks (shown in red) are at the intersection of Limestone and Main Streets, a primary intersection in the city and the site of Phoenix Park (formerly the Phoenix Hotel) and the city's courthouses.

While the spatial pattern of all user-generated content is not surprising in the least, and largely mirrors what has been seen in other urban areas, the concentration of placemarks referencing "crime" is significantly more interesting. Rather than being a mirror of the more general pattern focused on the city center, placemarks referencing crime are focused on the Kirwan-Blanding residential complex on the University of Kentucky's South Campus.

Although this concentration isn't necessarily surprising, given the fact that the Kirwan-Blanding complex has been the site of some significant violent crimes, along with almost innumerable incidents of public intoxication and drug possession, this does represent an important deviation from common patterns of concentration within city centers, as was evidenced by the map of all placemarks in Lexington.