LFB total incidents as percentages

In the second post looking at the 2014 incident records published by the London Fire Brigade, we explore if there are any spatial patterns


LBF-visual-scatter_all

In this post, we’re going to look at the London Fire Brigade (LFB) incident records for 2014 from a location perspective. The image above is a plot of the coordinates recorded for every incident from 1st January to 30th November 2014 within the Greater London area, coloured by general category.

To make it easier to visualise, some incident categories have been merged together, mostly those with very small numbers within the Special Services incident group. All fires have been kept as a single group. However False Alarms have been separated out between automatic fire alarms (AFA) and calls received that turned out to be either false alarms or Special Services incidents that required no action.

A reminder of the percentages:

LBF-summary

Note: the total numbers have reduced slightly as we are only looking at incidents recorded within the Greater London boundary.

The data is going to be plotted by ward, with the 25 wards within the City of London merged into one. There have also been adjustments to the wards in Hackney, Kensington & Chelsea, and Tower Hamlets. Some data munging was necessary to get the fire records into plottable shape.

For anyone not familiar with the layout of London, here’s a visual overview of the boundaries:

osm_tile

It helps to know some of the key areas for some context in the following choropleth maps, showing number of incidents across 625 London wards:

visual-choro-Total

Each incident category has been plotted individually below, so note the different scales on each choropleth. The emphasis is on the variation in spread of incidents:

visual-choro-AFA visual-choro-NoAction
visual-choro-Fire visual-choro-Entry
visual-choro-Flooding visual-choro-RTC
visual-choro-Rescue visual-choro-Other

Just from plotting the number of incidents by category for each ward shows a few patterns of interest. False alarms triggered by automatic fire alarms are very much clustered in the centre of London, in the wards containing central government buildings, a fair few tourist attractions, theatres, the busiest shopping areas and the central business district (CBD). Calls that turn out to be false alarms or no action required are more spread out, but the ward lucky enough to house both Heathrow airport and one of the busiest sections of the M25 motorway is clearly visible. Given the flooding incidents do not follow the path of the river Thames, it seems the flood barriers are doing their job…

Next up: plotting the different location categories – was it a bird, a plane or a building? Again, note the different scales for each choropleth – the focus is on spread of each category. The pie chart below shows the percentage of incidents occurring at each location category:

visual-pie-locations visual-choro-loc-NonRes
visual-choro-loc-dwelling visual-choro-loc-OtherRes
visual-choro-loc-outdoor visual-choro-loc-outdoorstructure
visual-choro-loc-road visual-choro-loc-rail
visual-choro-loc-plane visual-choro-loc-boat

Some of the property categories are quite varied. ‘Other residential’ includes hotels. Non-residential includes at least one garden shed but is mostly workplaces, education, sports, retail and entertainment premises. Outdoor structures range from a wheelie bin to a bridge… But it is still interesting to see the variation in spread. Incidents involving non-residential buildings are very much concentrated in the city centre. For residential dwellings, incidents are more widely spread. Whilst there is more than one airport within the boundary, it appears all aircraft-related incidents have occurred at Heathrow in 2014. The spread of boat-related incidents indicate where you can find rivers, reservoirs and lakes in the London area.

For those interested in how the visuals were produced, everything was created in R Studio and tidied up in Adobe Illustrator. Plots created using the ggplot2 package. Colour gradients for the choropleth maps based on the ColorBrewer schemes. Map overlay tile created using the OpenStreetMap package. London Wards shape files provided by the UK Data Service. London Fire Brigade Incidents data provided by the London Data Store.

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Join the conversation! 3 Comments

  1. If you are not already aware of him, I’d like to introduce you to another blogger that I follow. You have both recently posted similar things and things I don’t typically see in my WP Reader. I’ve been following both of you for a while. Here’s the link for you. I will add this post as a comment on the other blog as well. Do as you like. http://metrhispanic.com/2015/01/08/a-programme-for-2015-the-grain-of-cities/

  2. Thanks Dan, much appreciated!

  3. […] a deeper dive into the data: Visualising London Fire Data Part 1, Part 2, and Part […]

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