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High Resolution Analysis of Crime Patterns in Urban Street Networks

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474 B. Hillier and O. SahbazFigure 238:Figure 239:11. DiscussionThe aim <strong>of</strong> this prelim<strong>in</strong>ary statistical analysis has been to l<strong>in</strong>k the spatial and temporalpattern<strong>in</strong>g <strong>of</strong> crime with the spatial and temporal dynamics <strong>of</strong> the city and how it works.Although this is only the first stage <strong>of</strong> the research, we see that the <strong>in</strong>ter-dependence <strong>of</strong>crime and space is much more complex and variable than is <strong>of</strong>ten believed. The results<strong>of</strong>fer hope that with a more precise understand<strong>in</strong>g <strong>of</strong> the relation between urban spatialdynamics and different k<strong>in</strong>ds <strong>of</strong> crime, it will be possible to develop a more sophisticatedapproach to how to design city areas for urban levels <strong>of</strong> use without <strong>in</strong>curr<strong>in</strong>g penalties<strong>in</strong> terms <strong>of</strong> <strong>in</strong>creased crime.The most critical f<strong>in</strong>d<strong>in</strong>g that has come to light <strong>in</strong> this study is the relation betweenspatial scale and the choice between grid like or tree layouts. In residential areas, the moredwell<strong>in</strong>gs that lie on street segment between junctions then, other th<strong>in</strong>gs be<strong>in</strong>g equal, thesafer you are from both burglary and robbery. This applies both to through streets and culde-sacs.For example, although the mean rate <strong>of</strong> burglary for 1 and 2 connected segments(which for the most part will be cul-de-sacs or cul-de-sacs) <strong>in</strong> the data is .105, aga<strong>in</strong>st anoverall average <strong>of</strong> .168 for all segments, cul-de-sacs with no more than 10 dwell<strong>in</strong>gs havea rate <strong>of</strong> .209 (calculated aga<strong>in</strong> as the total number <strong>of</strong> burglaries over the total number<strong>of</strong> dwell<strong>in</strong>gs <strong>in</strong> such segments, so the rate is a true one), while 6 connected (grid like)segments with more than 100 dwell<strong>in</strong>gs have a rate <strong>of</strong> .086, and the much larger numberwith 50+ have a rate <strong>of</strong> .142.Social factors also play a role. By divid<strong>in</strong>g the data <strong>in</strong>to those with above averagecouncil tax bands (and so more valuable property), 6-connected segments with more than50 dwell<strong>in</strong>gs per segment and higher tax band and no nonresidential, the burglary rate

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